# carregando as bibliotecas
suppressPackageStartupMessages(library("plotly"))
suppressPackageStartupMessages(library("tidyverse"))
suppressPackageStartupMessages(library("knitr"))
suppressPackageStartupMessages(library("kableExtra"))
suppressPackageStartupMessages(library("car"))
suppressPackageStartupMessages(library("rgl"))
suppressPackageStartupMessages(library("gridExtra"))
suppressPackageStartupMessages(library("PerformanceAnalytics"))
suppressPackageStartupMessages(library("reshape2"))
suppressPackageStartupMessages(library("rayshader"))
suppressPackageStartupMessages(library("psych"))
suppressPackageStartupMessages(library("ggrepel"))
suppressPackageStartupMessages(library("factoextra"))
suppressPackageStartupMessages(library("sp"))
suppressPackageStartupMessages(library("gridExtra"))
# Carregar dados
pizza <- as.data.frame(read_csv("Pizza.csv"))
##
## -- Column specification --------------------------------------------------------
## cols(
## brand = col_character(),
## id = col_double(),
## mois = col_double(),
## prot = col_double(),
## fat = col_double(),
## ash = col_double(),
## sodium = col_double(),
## carb = col_double(),
## cal = col_double()
## )
# Apresentando a base de dados:
pizza %>%
kable() %>%
kable_styling(bootstrap_options = "striped",
full_width = T,
font_size = 12)
|
brand
|
id
|
mois
|
prot
|
fat
|
ash
|
sodium
|
carb
|
cal
|
|
A
|
14069
|
27.82
|
21.43
|
44.87
|
5.11
|
1.77
|
0.77
|
4.93
|
|
A
|
14053
|
28.49
|
21.26
|
43.89
|
5.34
|
1.79
|
1.02
|
4.84
|
|
A
|
14025
|
28.35
|
19.99
|
45.78
|
5.08
|
1.63
|
0.80
|
4.95
|
|
A
|
14016
|
30.55
|
20.15
|
43.13
|
4.79
|
1.61
|
1.38
|
4.74
|
|
A
|
14005
|
30.49
|
21.28
|
41.65
|
4.82
|
1.64
|
1.76
|
4.67
|
|
A
|
14075
|
31.14
|
20.23
|
42.31
|
4.92
|
1.65
|
1.40
|
4.67
|
|
A
|
14082
|
31.21
|
20.97
|
41.34
|
4.71
|
1.58
|
1.77
|
4.63
|
|
A
|
14097
|
28.76
|
21.41
|
41.60
|
5.28
|
1.75
|
2.95
|
4.72
|
|
A
|
14117
|
28.22
|
20.48
|
45.10
|
5.02
|
1.71
|
1.18
|
4.93
|
|
A
|
14133
|
27.72
|
21.19
|
45.29
|
5.16
|
1.66
|
0.64
|
4.95
|
|
A
|
14101
|
27.35
|
21.20
|
45.59
|
4.94
|
1.65
|
0.92
|
4.98
|
|
A
|
14108
|
26.98
|
21.20
|
45.03
|
5.15
|
1.67
|
1.64
|
4.97
|
|
A
|
14164
|
28.70
|
20.00
|
45.12
|
4.93
|
1.56
|
1.25
|
4.91
|
|
A
|
14154
|
30.91
|
19.65
|
42.45
|
4.81
|
1.65
|
2.81
|
4.72
|
|
A
|
24005
|
30.91
|
20.77
|
42.03
|
4.90
|
1.61
|
1.39
|
4.67
|
|
A
|
24026
|
30.83
|
17.88
|
44.33
|
5.26
|
1.76
|
1.70
|
4.77
|
|
A
|
24094
|
32.73
|
20.06
|
39.74
|
5.24
|
1.69
|
2.23
|
4.47
|
|
A
|
24108
|
34.58
|
17.53
|
40.87
|
5.05
|
1.61
|
1.97
|
4.46
|
|
A
|
24102
|
31.80
|
20.35
|
40.44
|
5.43
|
1.61
|
1.98
|
4.53
|
|
A
|
24082
|
31.02
|
19.05
|
42.29
|
5.27
|
1.71
|
2.37
|
4.66
|
|
A
|
34017
|
27.02
|
19.56
|
47.20
|
4.95
|
1.65
|
1.27
|
5.08
|
|
A
|
34020
|
27.78
|
20.01
|
45.59
|
4.97
|
1.70
|
1.65
|
4.97
|
|
A
|
24136
|
30.88
|
20.58
|
42.26
|
4.96
|
1.63
|
1.32
|
4.68
|
|
A
|
24122
|
32.20
|
19.25
|
43.42
|
4.62
|
1.50
|
0.51
|
4.70
|
|
A
|
24115
|
33.19
|
18.05
|
41.88
|
5.22
|
1.70
|
1.66
|
4.56
|
|
A
|
34012
|
30.43
|
19.78
|
44.20
|
4.80
|
1.61
|
0.79
|
4.80
|
|
A
|
34006
|
28.93
|
19.99
|
45.20
|
4.78
|
1.62
|
1.10
|
4.91
|
|
A
|
24146
|
30.41
|
18.71
|
43.99
|
4.86
|
1.62
|
2.03
|
4.79
|
|
A
|
24138
|
29.62
|
21.10
|
43.37
|
5.05
|
1.69
|
0.86
|
4.78
|
|
B
|
14015
|
49.57
|
13.70
|
29.07
|
3.62
|
1.10
|
4.04
|
3.33
|
|
B
|
14006
|
52.68
|
14.38
|
25.72
|
3.26
|
0.93
|
3.96
|
3.05
|
|
B
|
14024
|
48.53
|
13.14
|
30.38
|
3.55
|
0.99
|
4.40
|
3.44
|
|
B
|
14052
|
50.19
|
13.78
|
28.39
|
3.56
|
1.00
|
4.08
|
3.27
|
|
B
|
14062
|
50.67
|
13.21
|
27.66
|
3.64
|
1.00
|
4.82
|
3.21
|
|
B
|
14047
|
49.99
|
13.35
|
29.20
|
3.52
|
1.05
|
3.94
|
3.32
|
|
B
|
14074
|
50.72
|
12.93
|
29.88
|
3.60
|
1.03
|
2.87
|
3.32
|
|
B
|
14083
|
50.81
|
12.56
|
29.95
|
2.99
|
0.81
|
3.69
|
3.35
|
|
B
|
14094
|
54.08
|
13.28
|
25.25
|
3.10
|
0.80
|
4.29
|
2.98
|
|
B
|
14124
|
51.90
|
14.27
|
24.92
|
3.85
|
1.06
|
5.06
|
3.02
|
|
B
|
24019
|
50.33
|
13.96
|
29.25
|
3.42
|
0.96
|
3.04
|
3.31
|
|
B
|
24012
|
49.69
|
13.63
|
29.59
|
3.41
|
0.98
|
3.68
|
3.36
|
|
B
|
14132
|
51.12
|
14.02
|
27.37
|
3.71
|
1.11
|
3.78
|
3.18
|
|
B
|
14146
|
49.77
|
13.24
|
28.91
|
3.59
|
1.06
|
4.49
|
3.31
|
|
B
|
14149
|
54.96
|
14.26
|
22.99
|
3.19
|
0.90
|
4.60
|
2.82
|
|
B
|
14161
|
55.11
|
14.87
|
21.90
|
3.29
|
0.86
|
4.83
|
2.76
|
|
B
|
14113
|
54.12
|
14.06
|
24.95
|
3.14
|
0.82
|
3.73
|
2.96
|
|
B
|
24008
|
49.34
|
13.79
|
29.57
|
3.52
|
0.95
|
3.78
|
3.36
|
|
B
|
24029
|
50.65
|
13.14
|
28.79
|
3.73
|
1.09
|
3.69
|
3.26
|
|
B
|
24045
|
52.46
|
14.18
|
24.60
|
3.57
|
1.12
|
5.19
|
2.99
|
|
B
|
24040
|
49.96
|
13.40
|
28.84
|
3.48
|
0.98
|
4.32
|
3.30
|
|
B
|
24093
|
49.57
|
13.17
|
29.39
|
3.59
|
1.06
|
4.28
|
3.35
|
|
B
|
24083
|
49.34
|
13.06
|
29.46
|
3.51
|
1.04
|
4.63
|
3.36
|
|
B
|
24049
|
50.87
|
13.85
|
27.64
|
3.71
|
1.10
|
3.93
|
3.20
|
|
B
|
24101
|
51.03
|
13.90
|
27.56
|
3.73
|
1.08
|
3.78
|
3.19
|
|
B
|
34011
|
53.98
|
14.05
|
24.73
|
3.32
|
0.92
|
3.92
|
2.94
|
|
B
|
24125
|
52.23
|
13.64
|
27.04
|
3.57
|
0.98
|
3.52
|
3.12
|
|
B
|
24145
|
51.74
|
13.95
|
27.75
|
3.60
|
1.04
|
2.96
|
3.17
|
|
B
|
24151
|
51.52
|
13.72
|
28.28
|
3.62
|
1.05
|
2.86
|
3.21
|
|
B
|
34005
|
51.86
|
13.13
|
28.82
|
2.94
|
0.80
|
3.25
|
3.25
|
|
B
|
24118
|
51.75
|
13.18
|
28.38
|
3.04
|
0.86
|
3.65
|
3.23
|
|
C
|
14058
|
48.40
|
26.05
|
21.40
|
3.44
|
0.50
|
0.71
|
3.00
|
|
C
|
14022
|
48.69
|
28.48
|
17.37
|
3.53
|
0.43
|
1.93
|
2.78
|
|
C
|
14036
|
48.88
|
25.23
|
20.89
|
3.22
|
0.47
|
1.78
|
2.96
|
|
C
|
14093
|
48.97
|
25.63
|
19.28
|
3.48
|
0.55
|
2.64
|
2.87
|
|
C
|
14080
|
48.84
|
23.98
|
23.37
|
3.00
|
0.52
|
0.81
|
3.09
|
|
C
|
14029
|
49.73
|
25.65
|
19.98
|
2.51
|
0.52
|
2.13
|
2.91
|
|
C
|
14106
|
50.18
|
28.30
|
15.79
|
3.47
|
0.45
|
2.26
|
2.64
|
|
C
|
14014
|
48.15
|
27.98
|
18.69
|
3.58
|
0.48
|
1.70
|
2.87
|
|
C
|
14073
|
49.72
|
27.31
|
16.89
|
3.08
|
0.25
|
3.00
|
2.73
|
|
C
|
14151
|
51.59
|
26.24
|
16.41
|
3.61
|
0.60
|
2.15
|
2.61
|
|
C
|
14162
|
52.26
|
26.31
|
14.77
|
3.51
|
0.53
|
3.15
|
2.51
|
|
C
|
14139
|
49.35
|
25.23
|
20.03
|
3.02
|
0.44
|
2.37
|
2.91
|
|
C
|
14115
|
47.91
|
26.03
|
21.54
|
3.71
|
0.60
|
0.81
|
3.01
|
|
C
|
24006
|
47.83
|
25.82
|
20.79
|
3.33
|
0.54
|
2.23
|
2.99
|
|
C
|
24020
|
47.90
|
25.55
|
21.10
|
3.04
|
0.43
|
2.41
|
3.02
|
|
C
|
24031
|
49.10
|
24.53
|
21.08
|
2.84
|
0.34
|
2.45
|
2.98
|
|
C
|
24038
|
50.04
|
24.13
|
19.75
|
3.21
|
0.52
|
2.87
|
2.86
|
|
C
|
24043
|
52.19
|
26.00
|
16.64
|
4.17
|
0.61
|
1.00
|
2.58
|
|
C
|
24152
|
47.11
|
26.17
|
21.29
|
3.36
|
0.48
|
2.07
|
3.05
|
|
C
|
24144
|
48.48
|
26.76
|
19.99
|
3.64
|
0.46
|
1.13
|
2.91
|
|
C
|
24135
|
52.22
|
26.25
|
16.45
|
3.92
|
0.38
|
1.16
|
2.58
|
|
C
|
24124
|
49.57
|
26.91
|
18.00
|
2.21
|
0.41
|
3.31
|
2.83
|
|
C
|
24113
|
51.71
|
24.98
|
17.20
|
3.01
|
0.34
|
3.10
|
2.67
|
|
C
|
24058
|
49.27
|
27.42
|
17.42
|
3.05
|
0.33
|
2.84
|
2.78
|
|
C
|
24091
|
47.25
|
23.95
|
24.24
|
3.47
|
0.57
|
1.09
|
3.18
|
|
C
|
34010
|
50.98
|
26.34
|
16.47
|
3.20
|
0.43
|
3.01
|
2.66
|
|
C
|
34003
|
49.57
|
25.46
|
20.79
|
3.04
|
0.37
|
1.14
|
2.94
|
|
D
|
14092
|
46.64
|
21.38
|
24.96
|
4.60
|
0.77
|
2.42
|
3.20
|
|
D
|
14081
|
45.93
|
21.60
|
25.87
|
4.51
|
0.73
|
2.09
|
3.28
|
|
D
|
14072
|
47.60
|
22.07
|
21.13
|
4.07
|
0.72
|
5.13
|
2.99
|
|
D
|
14116
|
47.61
|
22.44
|
19.61
|
4.06
|
0.60
|
6.28
|
2.91
|
|
D
|
14128
|
46.91
|
21.79
|
21.17
|
4.06
|
0.76
|
6.07
|
3.02
|
|
D
|
14107
|
46.88
|
21.71
|
23.60
|
4.59
|
0.75
|
3.22
|
3.12
|
|
D
|
14050
|
47.49
|
21.75
|
20.83
|
4.01
|
0.67
|
5.92
|
2.98
|
|
D
|
14013
|
48.03
|
21.96
|
20.88
|
4.02
|
0.70
|
5.11
|
2.96
|
|
D
|
14004
|
49.16
|
27.99
|
17.49
|
3.29
|
0.39
|
2.07
|
2.78
|
|
D
|
14003
|
47.17
|
22.29
|
21.30
|
4.08
|
0.74
|
5.16
|
3.02
|
|
D
|
14037
|
47.29
|
21.48
|
21.69
|
4.03
|
0.67
|
5.51
|
3.03
|
|
D
|
14023
|
47.53
|
21.11
|
21.54
|
4.02
|
0.70
|
5.80
|
3.02
|
|
D
|
14059
|
47.86
|
22.25
|
19.53
|
4.04
|
0.68
|
6.32
|
2.90
|
|
D
|
14163
|
48.09
|
22.65
|
21.59
|
5.22
|
0.93
|
2.45
|
2.95
|
|
D
|
14150
|
47.73
|
22.38
|
21.39
|
5.21
|
0.99
|
3.29
|
2.95
|
|
D
|
14140
|
48.44
|
22.73
|
21.05
|
5.22
|
0.98
|
2.56
|
2.91
|
|
D
|
24007
|
47.43
|
22.13
|
21.01
|
4.09
|
0.72
|
5.34
|
2.99
|
|
D
|
24021
|
47.68
|
21.84
|
20.45
|
4.06
|
0.71
|
5.97
|
2.95
|
|
D
|
24011
|
48.05
|
22.05
|
20.57
|
4.04
|
0.70
|
5.29
|
2.94
|
|
D
|
24030
|
48.01
|
21.31
|
21.05
|
4.01
|
0.73
|
5.62
|
2.97
|
|
D
|
34009
|
47.45
|
22.37
|
20.97
|
4.06
|
0.70
|
5.15
|
2.99
|
|
D
|
24039
|
47.80
|
22.36
|
20.39
|
4.02
|
0.70
|
5.43
|
2.95
|
|
D
|
24044
|
48.31
|
22.49
|
19.53
|
4.18
|
0.62
|
5.49
|
2.88
|
|
D
|
34004
|
46.19
|
21.19
|
25.18
|
4.66
|
0.80
|
2.78
|
3.23
|
|
D
|
24153
|
48.81
|
22.43
|
18.68
|
4.10
|
0.72
|
5.98
|
2.82
|
|
D
|
24143
|
48.89
|
22.95
|
21.93
|
5.26
|
0.85
|
0.97
|
2.93
|
|
D
|
24134
|
47.91
|
22.22
|
20.40
|
4.07
|
0.56
|
5.40
|
2.94
|
|
D
|
24123
|
46.28
|
21.51
|
25.44
|
4.58
|
0.60
|
2.19
|
3.24
|
|
D
|
24114
|
46.29
|
21.43
|
26.00
|
4.71
|
0.69
|
1.57
|
3.26
|
|
D
|
24084
|
47.03
|
20.84
|
25.68
|
4.52
|
0.69
|
1.93
|
3.22
|
|
D
|
24092
|
46.80
|
20.70
|
25.10
|
4.55
|
0.70
|
2.85
|
3.20
|
|
D
|
24043
|
52.19
|
26.00
|
16.64
|
4.17
|
0.61
|
1.00
|
2.58
|
|
E
|
14089
|
34.58
|
7.44
|
16.24
|
1.31
|
0.39
|
40.43
|
3.38
|
|
E
|
14056
|
36.84
|
7.77
|
17.07
|
1.37
|
0.40
|
36.95
|
3.33
|
|
E
|
14099
|
35.14
|
8.05
|
15.77
|
1.38
|
0.41
|
39.66
|
3.33
|
|
E
|
14033
|
39.25
|
8.67
|
4.44
|
1.54
|
0.51
|
46.10
|
2.59
|
|
E
|
14063
|
34.51
|
7.75
|
14.87
|
1.42
|
0.42
|
41.45
|
3.31
|
|
E
|
14029
|
39.59
|
8.36
|
4.39
|
1.52
|
0.48
|
46.14
|
2.58
|
|
E
|
14039
|
34.94
|
7.81
|
13.67
|
1.36
|
0.40
|
42.22
|
3.23
|
|
E
|
14142
|
39.36
|
8.10
|
16.44
|
1.45
|
0.44
|
34.65
|
3.19
|
|
E
|
14122
|
36.04
|
7.74
|
15.49
|
1.45
|
0.45
|
39.28
|
3.27
|
|
E
|
14078
|
36.54
|
7.75
|
15.67
|
1.43
|
0.44
|
38.61
|
3.26
|
|
E
|
14126
|
37.78
|
8.30
|
13.05
|
1.64
|
0.49
|
39.23
|
3.08
|
|
E
|
14109
|
35.30
|
7.92
|
13.85
|
1.46
|
0.40
|
41.47
|
3.22
|
|
E
|
14155
|
34.47
|
7.62
|
19.07
|
1.44
|
0.44
|
37.40
|
3.52
|
|
E
|
14160
|
33.24
|
7.54
|
19.56
|
1.32
|
0.43
|
38.34
|
3.60
|
|
E
|
24110
|
37.34
|
7.33
|
19.61
|
1.60
|
0.45
|
34.12
|
3.42
|
|
E
|
24088
|
37.59
|
7.93
|
13.58
|
1.43
|
0.45
|
39.47
|
3.12
|
|
E
|
24053
|
36.50
|
7.52
|
12.46
|
1.51
|
0.47
|
42.01
|
3.10
|
|
E
|
24110
|
37.34
|
7.33
|
19.61
|
1.60
|
0.45
|
34.12
|
3.42
|
|
E
|
24035
|
34.31
|
7.98
|
14.54
|
1.46
|
0.49
|
41.71
|
3.30
|
|
E
|
24099
|
36.69
|
7.80
|
14.77
|
1.46
|
0.46
|
39.28
|
3.21
|
|
E
|
24140
|
34.23
|
7.75
|
17.94
|
1.61
|
0.44
|
38.47
|
3.46
|
|
E
|
34031
|
35.54
|
7.47
|
17.67
|
1.44
|
0.47
|
37.88
|
3.40
|
|
E
|
34030
|
35.21
|
6.98
|
20.02
|
1.35
|
0.46
|
36.44
|
3.54
|
|
E
|
34032
|
33.65
|
7.11
|
19.50
|
1.48
|
0.45
|
38.26
|
3.57
|
|
E
|
24142
|
34.77
|
7.26
|
18.80
|
1.58
|
0.43
|
37.59
|
3.49
|
|
E
|
34033
|
37.32
|
7.40
|
8.18
|
1.63
|
0.53
|
45.47
|
2.85
|
|
E
|
14126
|
37.78
|
8.30
|
13.05
|
1.64
|
0.49
|
39.23
|
3.08
|
|
E
|
24104
|
34.48
|
7.54
|
13.93
|
1.45
|
0.44
|
42.60
|
3.26
|
|
F
|
34037
|
28.03
|
7.65
|
18.39
|
1.53
|
0.49
|
44.40
|
3.74
|
|
F
|
14054
|
30.09
|
7.99
|
15.16
|
1.46
|
0.48
|
45.30
|
3.50
|
|
F
|
14118
|
29.79
|
8.17
|
14.35
|
1.49
|
0.46
|
46.20
|
3.46
|
|
F
|
14110
|
30.07
|
8.02
|
20.39
|
1.45
|
0.45
|
40.07
|
3.76
|
|
F
|
14096
|
28.46
|
7.70
|
18.88
|
1.40
|
0.43
|
43.56
|
3.75
|
|
F
|
14079
|
30.29
|
8.09
|
14.82
|
1.52
|
0.51
|
45.28
|
3.47
|
|
F
|
14065
|
28.66
|
7.67
|
16.12
|
1.41
|
0.43
|
46.14
|
3.60
|
|
F
|
14084
|
30.96
|
8.31
|
13.42
|
1.49
|
0.43
|
45.82
|
3.37
|
|
F
|
14018
|
29.78
|
8.20
|
14.51
|
1.50
|
0.50
|
46.01
|
3.47
|
|
F
|
14038
|
30.28
|
7.76
|
16.04
|
1.40
|
0.42
|
44.52
|
3.53
|
|
F
|
14152
|
29.92
|
8.11
|
19.23
|
1.51
|
0.48
|
41.23
|
3.70
|
|
F
|
14143
|
29.54
|
7.79
|
15.08
|
1.41
|
0.45
|
46.18
|
3.52
|
|
F
|
14130
|
28.93
|
8.18
|
19.35
|
1.39
|
0.58
|
42.15
|
3.75
|
|
F
|
14165
|
29.89
|
7.95
|
15.08
|
1.45
|
0.47
|
45.63
|
3.50
|
|
F
|
24035
|
27.65
|
7.78
|
17.30
|
1.29
|
0.40
|
46.25
|
3.72
|
|
F
|
24049
|
28.33
|
7.82
|
17.96
|
1.41
|
0.45
|
44.48
|
3.71
|
|
F
|
24042
|
29.10
|
8.07
|
20.05
|
1.45
|
0.45
|
41.33
|
3.78
|
|
F
|
24046
|
29.59
|
8.05
|
14.07
|
1.44
|
0.45
|
46.22
|
3.49
|
|
F
|
24055
|
27.93
|
7.88
|
17.49
|
1.44
|
0.47
|
45.26
|
3.96
|
|
F
|
24086
|
30.53
|
8.02
|
14.17
|
1.49
|
0.47
|
45.79
|
3.43
|
|
F
|
24097
|
30.68
|
8.11
|
12.92
|
1.56
|
0.47
|
46.73
|
3.36
|
|
F
|
24103
|
30.15
|
8.06
|
12.23
|
1.50
|
0.47
|
48.06
|
3.35
|
|
F
|
24109
|
29.30
|
8.02
|
16.34
|
1.43
|
0.45
|
44.91
|
3.59
|
|
F
|
24150
|
29.69
|
7.63
|
15.71
|
1.63
|
0.46
|
45.34
|
3.53
|
|
F
|
24157
|
29.00
|
7.51
|
17.78
|
1.58
|
0.43
|
44.13
|
3.67
|
|
F
|
34035
|
28.98
|
7.70
|
16.67
|
1.48
|
0.47
|
45.17
|
3.62
|
|
F
|
24106
|
28.84
|
7.88
|
17.21
|
1.42
|
0.46
|
44.65
|
3.65
|
|
F
|
34036
|
28.34
|
7.60
|
18.51
|
1.45
|
0.46
|
44.10
|
3.73
|
|
F
|
34034
|
28.36
|
7.62
|
19.29
|
1.45
|
0.47
|
43.28
|
3.77
|
|
F
|
24137
|
30.97
|
7.60
|
14.22
|
1.78
|
0.45
|
45.43
|
3.40
|
|
G
|
14145
|
28.15
|
8.23
|
15.45
|
1.41
|
0.45
|
46.76
|
3.59
|
|
G
|
24015
|
28.35
|
8.19
|
14.90
|
1.40
|
0.43
|
47.16
|
3.56
|
|
G
|
24004
|
30.85
|
8.03
|
13.67
|
1.41
|
0.42
|
46.04
|
3.39
|
|
G
|
14095
|
28.21
|
8.30
|
15.00
|
1.41
|
0.43
|
47.08
|
3.57
|
|
G
|
14153
|
28.83
|
8.26
|
20.10
|
1.37
|
0.42
|
41.44
|
3.80
|
|
G
|
14017
|
28.29
|
8.05
|
16.72
|
1.31
|
0.43
|
45.63
|
3.65
|
|
G
|
14010
|
28.68
|
8.30
|
16.07
|
1.41
|
0.45
|
45.54
|
3.60
|
|
G
|
14055
|
27.71
|
8.28
|
15.62
|
1.53
|
0.50
|
46.86
|
3.61
|
|
G
|
14040
|
28.03
|
8.27
|
16.40
|
1.37
|
0.41
|
45.93
|
3.64
|
|
G
|
14026
|
28.13
|
8.34
|
16.19
|
1.42
|
0.45
|
45.92
|
3.63
|
|
G
|
14119
|
28.09
|
8.42
|
14.06
|
1.47
|
0.45
|
47.96
|
3.52
|
|
G
|
14131
|
28.19
|
8.57
|
14.16
|
1.76
|
0.42
|
47.32
|
3.51
|
|
G
|
14112
|
28.63
|
8.42
|
15.24
|
1.43
|
0.43
|
46.28
|
3.56
|
|
G
|
14077
|
33.09
|
7.87
|
12.07
|
1.37
|
0.44
|
45.60
|
3.23
|
|
G
|
14066
|
26.33
|
8.03
|
19.98
|
1.43
|
0.45
|
44.23
|
3.89
|
|
G
|
14085
|
27.28
|
8.55
|
15.18
|
1.51
|
0.46
|
47.48
|
3.61
|
|
G
|
14166
|
27.56
|
8.25
|
14.65
|
1.45
|
0.46
|
48.09
|
3.57
|
|
G
|
24022
|
27.72
|
8.06
|
15.34
|
1.35
|
0.42
|
47.53
|
3.60
|
|
G
|
24041
|
30.63
|
8.21
|
17.33
|
1.39
|
0.42
|
42.44
|
3.59
|
|
G
|
24047
|
29.06
|
8.46
|
14.12
|
1.47
|
0.47
|
46.89
|
3.48
|
|
G
|
24033
|
28.55
|
8.25
|
17.30
|
1.48
|
0.47
|
44.42
|
3.66
|
|
G
|
24119
|
27.16
|
8.27
|
14.68
|
1.79
|
0.46
|
48.10
|
3.58
|
|
G
|
24121
|
28.33
|
8.17
|
13.64
|
1.45
|
0.47
|
48.41
|
3.49
|
|
G
|
24156
|
26.19
|
7.99
|
17.53
|
1.42
|
0.44
|
46.87
|
3.77
|
|
G
|
34008
|
26.45
|
7.89
|
17.97
|
1.30
|
0.39
|
46.39
|
3.79
|
|
G
|
34018
|
27.72
|
8.24
|
15.16
|
1.46
|
0.45
|
47.42
|
3.59
|
|
G
|
24059
|
25.00
|
8.49
|
16.87
|
1.45
|
0.47
|
48.19
|
3.79
|
|
G
|
34013
|
29.14
|
8.46
|
12.25
|
1.51
|
0.46
|
48.64
|
3.39
|
|
G
|
24149
|
28.64
|
8.01
|
16.02
|
1.43
|
0.45
|
45.90
|
3.60
|
|
H
|
14127
|
36.12
|
8.33
|
11.90
|
1.42
|
0.39
|
42.23
|
3.09
|
|
H
|
24001
|
35.10
|
8.04
|
19.07
|
1.36
|
0.41
|
36.43
|
3.50
|
|
H
|
14144
|
35.48
|
7.66
|
15.39
|
1.37
|
0.46
|
40.10
|
3.30
|
|
H
|
14123
|
35.66
|
9.04
|
6.24
|
1.50
|
0.42
|
47.56
|
2.83
|
|
H
|
14111
|
35.61
|
8.07
|
16.15
|
1.41
|
0.40
|
38.81
|
3.33
|
|
H
|
14088
|
35.68
|
8.01
|
16.36
|
1.30
|
0.39
|
38.65
|
3.34
|
|
H
|
14028
|
40.72
|
8.34
|
4.96
|
1.42
|
0.43
|
44.56
|
2.56
|
|
H
|
14009
|
35.55
|
7.32
|
16.40
|
1.76
|
0.36
|
38.97
|
3.33
|
|
H
|
14007
|
33.05
|
7.34
|
15.78
|
1.34
|
0.42
|
42.49
|
3.41
|
|
H
|
14057
|
33.75
|
8.07
|
14.93
|
1.31
|
0.40
|
41.94
|
3.34
|
|
H
|
14032
|
38.84
|
8.55
|
4.38
|
1.41
|
0.43
|
46.82
|
2.61
|
|
H
|
14100
|
33.44
|
7.45
|
18.49
|
1.39
|
0.40
|
39.23
|
3.53
|
|
H
|
14041
|
36.43
|
8.67
|
15.05
|
1.35
|
0.38
|
38.50
|
3.24
|
|
H
|
14064
|
35.84
|
7.90
|
14.09
|
1.25
|
0.42
|
40.92
|
3.22
|
|
H
|
14076
|
36.63
|
8.38
|
12.59
|
1.36
|
0.41
|
41.04
|
3.11
|
|
H
|
14159
|
35.50
|
8.11
|
13.45
|
1.34
|
0.42
|
41.59
|
3.20
|
|
H
|
14156
|
36.87
|
7.82
|
14.58
|
1.32
|
0.40
|
39.41
|
3.20
|
|
H
|
24009
|
35.50
|
7.51
|
15.63
|
1.42
|
0.42
|
39.94
|
3.30
|
|
H
|
24016
|
33.90
|
7.76
|
15.84
|
1.30
|
0.42
|
41.20
|
3.38
|
|
H
|
24024
|
35.80
|
7.82
|
14.08
|
1.43
|
0.42
|
40.87
|
3.21
|
|
H
|
24089
|
35.74
|
7.86
|
14.27
|
1.40
|
0.44
|
40.73
|
3.23
|
|
H
|
24054
|
35.74
|
7.47
|
19.14
|
1.34
|
0.40
|
36.31
|
3.47
|
|
H
|
24037
|
35.99
|
8.23
|
16.60
|
1.40
|
0.45
|
37.78
|
3.33
|
|
H
|
24034
|
35.50
|
7.90
|
13.83
|
1.41
|
0.46
|
41.36
|
3.22
|
|
H
|
24120
|
35.91
|
7.41
|
16.41
|
1.75
|
0.43
|
38.52
|
3.31
|
|
H
|
34028
|
36.01
|
7.70
|
15.60
|
1.37
|
0.43
|
39.32
|
3.28
|
|
H
|
34007
|
36.73
|
7.42
|
18.16
|
1.17
|
0.39
|
36.52
|
3.39
|
|
H
|
24139
|
35.86
|
7.47
|
14.72
|
1.67
|
0.40
|
40.28
|
3.23
|
|
H
|
34029
|
36.32
|
8.06
|
12.54
|
1.35
|
0.43
|
41.73
|
3.12
|
|
H
|
24100
|
34.61
|
7.17
|
17.88
|
1.29
|
0.40
|
39.05
|
3.46
|
|
H
|
24132
|
36.67
|
7.81
|
9.34
|
1.64
|
0.44
|
44.54
|
2.93
|
|
H
|
24112
|
35.94
|
7.97
|
13.50
|
1.45
|
0.42
|
41.14
|
3.18
|
|
H
|
24089
|
35.74
|
7.86
|
14.27
|
1.40
|
0.44
|
40.73
|
3.23
|
|
I
|
14134
|
54.64
|
10.36
|
12.89
|
2.21
|
0.53
|
19.90
|
2.37
|
|
I
|
14046
|
54.52
|
9.85
|
13.55
|
2.04
|
0.47
|
20.05
|
2.42
|
|
I
|
14019
|
53.84
|
10.22
|
13.05
|
2.07
|
0.48
|
20.82
|
2.42
|
|
I
|
24107
|
54.32
|
10.66
|
14.04
|
2.03
|
0.46
|
18.95
|
2.45
|
|
I
|
24111
|
52.90
|
10.19
|
14.35
|
2.02
|
0.49
|
20.54
|
2.52
|
|
I
|
24128
|
55.00
|
11.11
|
11.30
|
2.05
|
0.47
|
20.54
|
2.28
|
|
I
|
24052
|
56.24
|
9.06
|
11.49
|
1.93
|
0.48
|
21.28
|
2.25
|
|
I
|
14068
|
56.25
|
9.96
|
13.22
|
2.05
|
0.46
|
18.52
|
2.33
|
|
I
|
14157
|
54.43
|
9.61
|
12.18
|
2.16
|
0.51
|
21.62
|
2.35
|
|
I
|
14158
|
53.69
|
11.00
|
15.23
|
2.25
|
0.55
|
17.83
|
2.52
|
|
I
|
14102
|
54.69
|
10.32
|
13.77
|
2.15
|
0.48
|
19.07
|
2.41
|
|
I
|
14103
|
53.16
|
11.17
|
13.83
|
2.18
|
0.47
|
19.66
|
2.48
|
|
I
|
14031
|
55.15
|
10.92
|
12.51
|
2.20
|
0.51
|
19.22
|
2.33
|
|
I
|
14067
|
54.87
|
10.78
|
13.65
|
2.08
|
0.50
|
18.62
|
2.40
|
|
I
|
14030
|
55.43
|
10.46
|
12.37
|
2.17
|
0.51
|
19.57
|
2.31
|
|
I
|
24023
|
55.60
|
9.69
|
13.89
|
1.99
|
0.48
|
18.83
|
2.39
|
|
I
|
14114
|
54.51
|
9.93
|
12.66
|
2.07
|
0.53
|
20.83
|
2.37
|
|
I
|
14098
|
54.74
|
10.18
|
12.60
|
2.06
|
0.48
|
20.42
|
2.36
|
|
I
|
14125
|
54.17
|
10.67
|
12.18
|
2.08
|
0.49
|
20.90
|
2.36
|
|
I
|
24048
|
52.75
|
10.78
|
12.98
|
2.12
|
0.49
|
21.37
|
2.45
|
|
I
|
34023
|
54.36
|
11.43
|
13.09
|
2.24
|
0.48
|
18.88
|
2.39
|
|
I
|
34022
|
54.28
|
10.75
|
13.87
|
2.13
|
0.46
|
18.97
|
2.40
|
|
I
|
34021
|
54.54
|
10.40
|
13.22
|
2.10
|
0.47
|
19.74
|
2.40
|
|
I
|
24141
|
54.06
|
10.68
|
13.53
|
2.04
|
0.46
|
19.69
|
2.43
|
|
I
|
34019
|
57.22
|
9.66
|
10.95
|
2.04
|
0.47
|
20.13
|
2.18
|
|
I
|
34027
|
54.80
|
10.57
|
13.42
|
2.08
|
0.50
|
19.13
|
2.40
|
|
I
|
34026
|
54.17
|
10.13
|
13.25
|
2.07
|
0.46
|
20.38
|
2.41
|
|
I
|
34025
|
53.57
|
10.73
|
12.78
|
2.16
|
0.48
|
20.76
|
2.41
|
|
I
|
34024
|
55.29
|
9.84
|
12.91
|
2.08
|
0.51
|
19.88
|
2.35
|
|
J
|
34042
|
46.16
|
10.34
|
16.14
|
2.47
|
0.67
|
24.89
|
2.86
|
|
J
|
34045
|
43.80
|
10.97
|
16.49
|
2.46
|
0.65
|
26.28
|
2.97
|
|
J
|
14044
|
47.60
|
10.43
|
15.18
|
2.32
|
0.56
|
24.47
|
2.76
|
|
J
|
14045
|
46.84
|
9.91
|
15.50
|
2.27
|
0.57
|
25.48
|
2.81
|
|
J
|
14042
|
46.10
|
9.87
|
15.97
|
2.19
|
0.53
|
25.87
|
2.87
|
|
J
|
14043
|
47.84
|
10.16
|
14.56
|
2.27
|
0.54
|
25.17
|
2.72
|
|
J
|
24065
|
45.86
|
10.50
|
17.07
|
2.33
|
0.61
|
24.24
|
2.93
|
|
J
|
24064
|
46.55
|
10.75
|
16.72
|
2.24
|
0.61
|
23.74
|
2.88
|
|
J
|
24063
|
46.13
|
10.71
|
17.24
|
2.36
|
0.61
|
23.56
|
2.92
|
|
J
|
24062
|
48.58
|
9.76
|
16.01
|
2.30
|
0.60
|
23.35
|
2.77
|
|
J
|
24074
|
44.76
|
12.91
|
15.56
|
2.34
|
0.61
|
24.43
|
2.89
|
|
J
|
24073
|
46.13
|
10.84
|
13.99
|
2.38
|
0.64
|
26.66
|
2.76
|
|
J
|
24072
|
47.43
|
10.45
|
16.50
|
2.35
|
0.61
|
23.27
|
2.83
|
|
J
|
24071
|
46.22
|
11.26
|
15.93
|
2.47
|
0.63
|
24.12
|
2.85
|
|
J
|
24068
|
45.20
|
10.67
|
16.38
|
2.44
|
0.60
|
25.31
|
2.91
|
|
J
|
24078
|
47.05
|
10.46
|
15.16
|
2.34
|
0.64
|
24.99
|
2.78
|
|
J
|
24056
|
43.45
|
10.81
|
19.49
|
2.51
|
0.68
|
23.74
|
3.14
|
|
J
|
34038
|
47.74
|
10.23
|
16.31
|
2.50
|
0.67
|
23.22
|
2.81
|
|
J
|
34041
|
45.17
|
10.42
|
17.20
|
2.34
|
0.61
|
24.87
|
2.96
|
|
J
|
34040
|
44.77
|
10.52
|
16.12
|
2.44
|
0.66
|
26.15
|
2.92
|
|
J
|
24067
|
47.91
|
10.75
|
16.00
|
2.40
|
0.64
|
22.94
|
2.79
|
|
J
|
24066
|
45.69
|
10.23
|
16.50
|
2.30
|
0.59
|
25.28
|
2.91
|
|
J
|
24076
|
46.12
|
10.30
|
16.38
|
2.35
|
0.61
|
24.85
|
2.88
|
|
J
|
24077
|
47.35
|
10.31
|
15.45
|
2.34
|
0.62
|
24.55
|
2.78
|
|
J
|
24070
|
45.21
|
9.39
|
16.23
|
2.14
|
0.55
|
27.03
|
2.92
|
|
J
|
24075
|
46.34
|
10.00
|
17.73
|
2.32
|
0.59
|
23.61
|
2.94
|
|
J
|
34043
|
44.07
|
10.96
|
18.39
|
2.56
|
0.66
|
24.02
|
3.05
|
|
J
|
34044
|
44.91
|
11.07
|
17.00
|
2.49
|
0.66
|
25.36
|
2.91
|
|
J
|
24069
|
43.15
|
11.79
|
18.46
|
2.43
|
0.67
|
24.17
|
3.10
|
|
J
|
34039
|
44.55
|
11.01
|
16.03
|
2.43
|
0.64
|
25.98
|
2.92
|
|
J
|
14044
|
47.60
|
10.43
|
15.18
|
2.32
|
0.56
|
24.47
|
2.76
|
|
J
|
14045
|
46.84
|
9.91
|
15.50
|
2.27
|
0.57
|
25.48
|
2.81
|
# Analisando as correlações entre variáveis da base de dados
chart.Correlation(pizza[, 2:8], histogram = TRUE, pch = "+")

# Salvando a Matriz de Correlações
rho_pizza <- cor(pizza[,2:8])
# Construindo um mapa de calor a partir das correlações
rho_pizza %>%
melt() %>%
ggplot() +
geom_tile(aes(x = Var1, y = Var2, fill = value)) +
geom_text(aes(x = Var1, y = Var2, label = round(x = value, digits = 3)),
size = 4) +
labs(x = NULL,
y = NULL,
fill = "Correlações") +
scale_fill_gradient2(low = "dodgerblue4",
mid = "white",
high = "brown4",
midpoint = 0) +
theme(panel.background = element_rect("white"),
panel.grid = element_line("grey95"),
panel.border = element_rect(NA),
legend.position = "bottom",
axis.text.x = element_text(angle = 0))

# O teste de efericidade de Bartlett
cortest.bartlett(R = rho_pizza)
## Warning in cortest.bartlett(R = rho_pizza): n not specified, 100 used
## $chisq
## [1] 1608.949
##
## $p.value
## [1] 0
##
## $df
## [1] 21
# O algoritmo prcomp(), do pacote psych, EXIGE que a a matriz de dados fornecida
# a ele já esteja padronizada pelo procedimento zscores:
pizza_std <- pizza %>%
select(-brand) %>%
select(-id) %>%
scale() %>%
data.frame()
# Rodando a PCA
afpc_pizza <- prcomp(pizza_std)
summary(afpc_pizza)
## Importance of components:
## PC1 PC2 PC3 PC4 PC5 PC6 PC7
## Standard deviation 2.042 1.5134 0.64387 0.3085 0.16636 0.01837 0.003085
## Proportion of Variance 0.596 0.3272 0.05922 0.0136 0.00395 0.00005 0.000000
## Cumulative Proportion 0.596 0.9232 0.98240 0.9960 0.99995 1.00000 1.000000
# Sumarizando pontos importantes:
data.frame(eigenvalue = afpc_pizza$sdev ^ 2,
var_compartilhada = summary(afpc_pizza)$importance[2,],
var_cumulativa = summary(afpc_pizza)$importance[3,]) -> relatorio
relatorio %>%
kable() %>%
kable_styling(bootstrap_options = "striped",
full_width = T,
font_size = 12)
|
|
eigenvalue
|
var_compartilhada
|
var_cumulativa
|
|
PC1
|
4.1717819
|
0.59597
|
0.59597
|
|
PC2
|
2.2904574
|
0.32721
|
0.92318
|
|
PC3
|
0.4145623
|
0.05922
|
0.98240
|
|
PC4
|
0.0951742
|
0.01360
|
0.99600
|
|
PC5
|
0.0276770
|
0.00395
|
0.99995
|
|
PC6
|
0.0003376
|
0.00005
|
1.00000
|
|
PC7
|
0.0000095
|
0.00000
|
1.00000
|
# Visualizando os pesos que cada variável tem em cada componente principal
# obtido pela PCA
ggplotly(
data.frame(afpc_pizza$rotation) %>%
mutate(var = names(pizza[2:8])) %>%
melt(id.vars = "var") %>%
mutate(var = factor(var)) %>%
ggplot(aes(x = var, y = value, fill = var)) +
geom_bar(stat = "identity", color = "black") +
facet_wrap(~variable) +
labs(x = NULL, y = NULL, fill = "Legenda:") +
scale_fill_viridis_d() +
theme_bw() +
theme(axis.text.x = element_text(angle = 90))
)
# Scree Plot - apenas ignorar os warnings
ggplotly(
fviz_eig(X = afpc_pizza,
ggtheme = theme_bw(),
barcolor = "black",
barfill = "dodgerblue4",
linecolor = "darkgoldenrod4")
)
## Warning: 'bar' objects don't have these attributes: 'mode'
## Valid attributes include:
## 'type', 'visible', 'showlegend', 'legendgroup', 'opacity', 'name', 'uid', 'ids', 'customdata', 'meta', 'selectedpoints', 'hoverinfo', 'hoverlabel', 'stream', 'transforms', 'uirevision', 'x', 'x0', 'dx', 'y', 'y0', 'dy', 'xperiod', 'yperiod', 'xperiod0', 'yperiod0', 'xperiodalignment', 'yperiodalignment', 'text', 'texttemplate', 'hovertext', 'hovertemplate', 'textposition', 'insidetextanchor', 'textangle', 'textfont', 'insidetextfont', 'outsidetextfont', 'constraintext', 'cliponaxis', 'orientation', 'base', 'offset', 'width', 'marker', 'offsetgroup', 'alignmentgroup', 'selected', 'unselected', 'r', 't', '_deprecated', 'error_x', 'error_y', 'xcalendar', 'ycalendar', 'xaxis', 'yaxis', 'idssrc', 'customdatasrc', 'metasrc', 'hoverinfosrc', 'xsrc', 'ysrc', 'textsrc', 'texttemplatesrc', 'hovertextsrc', 'hovertemplatesrc', 'textpositionsrc', 'basesrc', 'offsetsrc', 'widthsrc', 'rsrc', 'tsrc', 'key', 'set', 'frame', 'transforms', '_isNestedKey', '_isSimpleKey', '_isGraticule', '_bbox'
#Extraindo as Cargas Fatoriais
k <- sum((afpc_pizza$sdev ^ 2) > 1)
cargas_fatoriais <- afpc_pizza$rotation[, 1:k] %*% diag(afpc_pizza$sdev[1:k])
# Visualizando as cargas fatoriais
data.frame(cargas_fatoriais) %>%
rename(F1 = X1,
F2 = X2) %>%
kable() %>%
kable_styling(bootstrap_options = "striped",
full_width = T,
font_size = 12)
|
|
F1
|
F2
|
|
mois
|
0.1321685
|
-0.9508488
|
|
prot
|
0.7736169
|
-0.4081810
|
|
fat
|
0.9123125
|
0.3547153
|
|
ash
|
0.9638315
|
-0.1679758
|
|
sodium
|
0.8899205
|
0.3051999
|
|
carb
|
-0.8678837
|
0.4847685
|
|
cal
|
0.4993639
|
0.8588049
|
#Visualizando as Comunalidades
data.frame(rowSums(cargas_fatoriais ^ 2)) %>%
rename(comunalidades = 1) %>%
kable() %>%
kable_styling(bootstrap_options = "striped",
full_width = T,
font_size = 12)
|
|
comunalidades
|
|
mois
|
0.9215821
|
|
prot
|
0.7650948
|
|
fat
|
0.9581370
|
|
ash
|
0.9571871
|
|
sodium
|
0.8851056
|
|
carb
|
0.9882227
|
|
cal
|
0.9869101
|
# Relatório das cargas fatoriais e das comunalidades
data.frame(cargas_fatoriais) %>%
rename(F1 = X1,
F2 = X2) %>%
mutate(Comunalidades = rowSums(cargas_fatoriais ^ 2)) %>%
kable() %>%
kable_styling(bootstrap_options = "striped",
full_width = T,
font_size = 12)
|
|
F1
|
F2
|
Comunalidades
|
|
mois
|
0.1321685
|
-0.9508488
|
0.9215821
|
|
prot
|
0.7736169
|
-0.4081810
|
0.7650948
|
|
fat
|
0.9123125
|
0.3547153
|
0.9581370
|
|
ash
|
0.9638315
|
-0.1679758
|
0.9571871
|
|
sodium
|
0.8899205
|
0.3051999
|
0.8851056
|
|
carb
|
-0.8678837
|
0.4847685
|
0.9882227
|
|
cal
|
0.4993639
|
0.8588049
|
0.9869101
|
# Plotagem das Cargas Fatoriais
data.frame(cargas_fatoriais) %>%
ggplot(aes(x = X1, y = X2)) +
geom_point(color = "orange") +
geom_hline(yintercept = 0, color = "darkorchid") +
geom_vline(xintercept = 0, color = "darkorchid") +
geom_text_repel(label = row.names(cargas_fatoriais)) +
labs(x = "F1",
y = "F2") +
theme_bw()

# Scores Fatoriais
scores_fatoriais <- t(afpc_pizza$rotation)/afpc_pizza$sdev
colnames(scores_fatoriais) <- colnames(pizza_std)
scores_fatoriais
## mois prot fat ash sodium
## PC1 0.03168155 0.18544040 0.2186865 0.23103594 0.2133190
## PC2 -0.41513492 -0.17820937 0.1548666 -0.07333721 0.1332485
## PC3 0.65490257 -1.15867031 0.3095504 -0.08739825 0.7069320
## PC4 0.71545962 0.03433740 1.6435556 -1.79057637 -1.4465875
## PC5 0.03889236 2.33213030 -1.0420975 -4.03263474 3.6222600
## PC6 -24.29771847 0.00933487 28.5946775 -3.20346416 -0.1704016
## PC7 -135.66769453 -89.70568255 -122.4118863 -18.15780333 0.1699452
## carb cal
## PC1 -0.20803670 0.1197004
## PC2 0.21164704 0.3749491
## PC3 -0.08112957 -0.1759927
## PC4 -1.08374719 0.9052196
## PC5 -0.04470254 -0.4688702
## PC6 0.02769399 -39.2896481
## PC7 -251.54116862 -3.9088572
scores_fatoriais %>%
t() %>%
data.frame() %>%
rename(PC1 = 1,
PC2 = 2) %>%
select(PC1, PC2) %>%
kable() %>%
kable_styling(bootstrap_options = "striped",
full_width = T,
font_size = 12)
|
|
PC1
|
PC2
|
|
mois
|
0.0316815
|
-0.4151349
|
|
prot
|
0.1854404
|
-0.1782094
|
|
fat
|
0.2186865
|
0.1548666
|
|
ash
|
0.2310359
|
-0.0733372
|
|
sodium
|
0.2133190
|
0.1332485
|
|
carb
|
-0.2080367
|
0.2116470
|
|
cal
|
0.1197004
|
0.3749491
|
# Proposta da construção de um ranking ------------------------------------
#Assumindo-se apenas o F1 como indicador, calculam-se os scores fatoriais:
score_D1 <- scores_fatoriais[1,]
score_D1
## mois prot fat ash sodium carb
## 0.03168155 0.18544040 0.21868652 0.23103594 0.21331905 -0.20803670
## cal
## 0.11970038
#Estabelecendo o ranking dos indicadores assumido
F1 <- t(apply(pizza_std, 1, function(x) x * score_D1))
F1 %>%
kable() %>%
kable_styling(bootstrap_options = "striped",
full_width = T,
font_size = 12)
|
mois
|
prot
|
fat
|
ash
|
sodium
|
carb
|
cal
|
|
-0.0433887
|
0.2321879
|
0.6003502
|
0.4506667
|
0.6339248
|
0.2549414
|
0.3202773
|
|
-0.0411667
|
0.2272885
|
0.5764731
|
0.4925170
|
0.6454444
|
0.2520567
|
0.3029024
|
|
-0.0416310
|
0.1906869
|
0.6225218
|
0.4452080
|
0.5532874
|
0.2545952
|
0.3241384
|
|
-0.0343349
|
0.1952981
|
0.5579561
|
0.3924402
|
0.5417678
|
0.2479029
|
0.2835970
|
|
-0.0345339
|
0.2278649
|
0.5218968
|
0.3978990
|
0.5590472
|
0.2435182
|
0.2700832
|
|
-0.0323783
|
0.1976037
|
0.5379773
|
0.4160947
|
0.5648070
|
0.2476721
|
0.2700832
|
|
-0.0321461
|
0.2189306
|
0.5143438
|
0.3778836
|
0.5244884
|
0.2434028
|
0.2623610
|
|
-0.0402713
|
0.2316115
|
0.5206786
|
0.4815995
|
0.6224051
|
0.2297874
|
0.2797359
|
|
-0.0420622
|
0.2048087
|
0.6059540
|
0.4342905
|
0.5993659
|
0.2502106
|
0.3202773
|
|
-0.0437204
|
0.2252711
|
0.6105832
|
0.4597646
|
0.5705669
|
0.2564414
|
0.3241384
|
|
-0.0449474
|
0.2255593
|
0.6178925
|
0.4197339
|
0.5648070
|
0.2532106
|
0.3299301
|
|
-0.0461745
|
0.2255593
|
0.6042485
|
0.4579450
|
0.5763267
|
0.2449028
|
0.3279995
|
|
-0.0404703
|
0.1909751
|
0.6064413
|
0.4179143
|
0.5129687
|
0.2494029
|
0.3164163
|
|
-0.0331410
|
0.1808880
|
0.5413883
|
0.3960794
|
0.5648070
|
0.2314028
|
0.2797359
|
|
-0.0331410
|
0.2131666
|
0.5311553
|
0.4124556
|
0.5417678
|
0.2477875
|
0.2700832
|
|
-0.0334063
|
0.1298763
|
0.5871934
|
0.4779603
|
0.6281650
|
0.2442105
|
0.2893886
|
|
-0.0271052
|
0.1927043
|
0.4753608
|
0.4743212
|
0.5878463
|
0.2380951
|
0.2314723
|
|
-0.0209698
|
0.1197892
|
0.5028926
|
0.4397492
|
0.5417678
|
0.2410951
|
0.2295417
|
|
-0.0301894
|
0.2010621
|
0.4924159
|
0.5088931
|
0.5417678
|
0.2409797
|
0.2430556
|
|
-0.0327762
|
0.1635959
|
0.5374900
|
0.4797799
|
0.5993659
|
0.2364797
|
0.2681526
|
|
-0.0460418
|
0.1782942
|
0.6571192
|
0.4215535
|
0.5648070
|
0.2491721
|
0.3492355
|
|
-0.0435214
|
0.1912633
|
0.6178925
|
0.4251926
|
0.5936061
|
0.2447875
|
0.3279995
|
|
-0.0332405
|
0.2076908
|
0.5367591
|
0.4233730
|
0.5532874
|
0.2485952
|
0.2720137
|
|
-0.0288629
|
0.1693599
|
0.5650218
|
0.3615074
|
0.4784099
|
0.2579414
|
0.2758748
|
|
-0.0255796
|
0.1347757
|
0.5275006
|
0.4706820
|
0.5936061
|
0.2446721
|
0.2488472
|
|
-0.0347329
|
0.1846346
|
0.5840260
|
0.3942598
|
0.5417678
|
0.2547106
|
0.2951803
|
|
-0.0397075
|
0.1906869
|
0.6083904
|
0.3906207
|
0.5475276
|
0.2511337
|
0.3164163
|
|
-0.0347992
|
0.1537970
|
0.5789095
|
0.4051773
|
0.5475276
|
0.2404028
|
0.2932497
|
|
-0.0374192
|
0.2226773
|
0.5638036
|
0.4397492
|
0.5878463
|
0.2539029
|
0.2913192
|
|
0.0287430
|
0.0094079
|
0.2153927
|
0.1795498
|
0.2480175
|
0.2172103
|
0.0113902
|
|
0.0390571
|
0.0290056
|
0.1337719
|
0.1140450
|
0.1501007
|
0.2181334
|
-0.0426650
|
|
0.0252940
|
-0.0067314
|
0.2473100
|
0.1668127
|
0.1846595
|
0.2130565
|
0.0326262
|
|
0.0307992
|
0.0117135
|
0.1988249
|
0.1686323
|
0.1904193
|
0.2167488
|
-0.0001931
|
|
0.0323911
|
-0.0047140
|
0.1810389
|
0.1831889
|
0.1904193
|
0.2082103
|
-0.0117763
|
|
0.0301359
|
-0.0006792
|
0.2185600
|
0.1613540
|
0.2192184
|
0.2183642
|
0.0094597
|
|
0.0325569
|
-0.0127837
|
0.2351278
|
0.1759106
|
0.2076988
|
0.2307104
|
0.0094597
|
|
0.0328554
|
-0.0234471
|
0.2368333
|
0.0649164
|
0.0809829
|
0.2212488
|
0.0152513
|
|
0.0437000
|
-0.0026966
|
0.1223207
|
0.0849318
|
0.0752231
|
0.2143257
|
-0.0561788
|
|
0.0364703
|
0.0258354
|
0.1142804
|
0.2214000
|
0.2249782
|
0.2054410
|
-0.0484567
|
|
0.0312635
|
0.0169011
|
0.2197782
|
0.1431582
|
0.1673801
|
0.2287489
|
0.0075291
|
|
0.0291410
|
0.0073905
|
0.2280621
|
0.1413387
|
0.1788997
|
0.2213642
|
0.0171818
|
|
0.0338835
|
0.0186303
|
0.1739732
|
0.1959260
|
0.2537773
|
0.2202104
|
-0.0175680
|
|
0.0294063
|
-0.0038494
|
0.2114944
|
0.1740910
|
0.2249782
|
0.2120180
|
0.0075291
|
|
0.0466184
|
0.0255472
|
0.0672571
|
0.1013080
|
0.1328212
|
0.2107488
|
-0.0870676
|
|
0.0471159
|
0.0431275
|
0.0406999
|
0.1195037
|
0.1097820
|
0.2080949
|
-0.0986508
|
|
0.0438327
|
0.0197831
|
0.1150113
|
0.0922101
|
0.0867427
|
0.2207873
|
-0.0600399
|
|
0.0279803
|
0.0120017
|
0.2275749
|
0.1613540
|
0.1616203
|
0.2202104
|
0.0171818
|
|
0.0323248
|
-0.0067314
|
0.2085706
|
0.1995651
|
0.2422576
|
0.2212488
|
-0.0021236
|
|
0.0383274
|
0.0232416
|
0.1064838
|
0.1704519
|
0.2595371
|
0.2039410
|
-0.0542483
|
|
0.0300364
|
0.0007618
|
0.2097888
|
0.1540757
|
0.1788997
|
0.2139796
|
0.0055986
|
|
0.0287430
|
-0.0058668
|
0.2231893
|
0.1740910
|
0.2249782
|
0.2144411
|
0.0152513
|
|
0.0279803
|
-0.0090371
|
0.2248948
|
0.1595344
|
0.2134586
|
0.2104026
|
0.0171818
|
|
0.0330544
|
0.0137309
|
0.1805516
|
0.1959260
|
0.2480175
|
0.2184796
|
-0.0137069
|
|
0.0335850
|
0.0151719
|
0.1786024
|
0.1995651
|
0.2364978
|
0.2202104
|
-0.0156374
|
|
0.0433684
|
0.0194949
|
0.1096512
|
0.1249625
|
0.1443409
|
0.2185950
|
-0.0639010
|
|
0.0375647
|
0.0076787
|
0.1659329
|
0.1704519
|
0.1788997
|
0.2232104
|
-0.0291512
|
|
0.0359396
|
0.0166129
|
0.1832317
|
0.1759106
|
0.2134586
|
0.2296720
|
-0.0194985
|
|
0.0352100
|
0.0099843
|
0.1961448
|
0.1795498
|
0.2192184
|
0.2308258
|
-0.0117763
|
|
0.0363376
|
-0.0070196
|
0.2093016
|
0.0558185
|
0.0752231
|
0.2263258
|
-0.0040541
|
|
0.0359728
|
-0.0055786
|
0.1985812
|
0.0740143
|
0.1097820
|
0.2217104
|
-0.0079152
|
|
0.0248628
|
0.3653372
|
0.0285177
|
0.1467974
|
-0.0975712
|
0.2556337
|
-0.0523178
|
|
0.0258246
|
0.4353702
|
-0.0696708
|
0.1631736
|
-0.1378899
|
0.2415567
|
-0.0947897
|
|
0.0264547
|
0.3417046
|
0.0160919
|
0.1067667
|
-0.1148506
|
0.2432874
|
-0.0600399
|
|
0.0267532
|
0.3532327
|
-0.0231348
|
0.1540757
|
-0.0687721
|
0.2333643
|
-0.0774148
|
|
0.0263221
|
0.3056794
|
0.0765156
|
0.0667360
|
-0.0860516
|
0.2544798
|
-0.0349429
|
|
0.0292737
|
0.3538091
|
-0.0060797
|
-0.0224233
|
-0.0860516
|
0.2392490
|
-0.0696927
|
|
0.0307660
|
0.4301826
|
-0.1081666
|
0.1522561
|
-0.1263702
|
0.2377489
|
-0.1218174
|
|
0.0240337
|
0.4209602
|
-0.0375098
|
0.1722715
|
-0.1090908
|
0.2442105
|
-0.0774148
|
|
0.0292405
|
0.4016506
|
-0.0813657
|
0.0812926
|
-0.2415665
|
0.2292104
|
-0.1044425
|
|
0.0354422
|
0.3708130
|
-0.0930606
|
0.1777302
|
-0.0399731
|
0.2390182
|
-0.1276090
|
|
0.0376642
|
0.3728304
|
-0.1330182
|
0.1595344
|
-0.0802918
|
0.2274796
|
-0.1469144
|
|
0.0280134
|
0.3417046
|
-0.0048615
|
0.0703752
|
-0.1321301
|
0.2364797
|
-0.0696927
|
|
0.0232378
|
0.3647608
|
0.0319287
|
0.1959260
|
-0.0399731
|
0.2544798
|
-0.0503872
|
|
0.0229725
|
0.3587085
|
0.0136554
|
0.1267820
|
-0.0745320
|
0.2380951
|
-0.0542483
|
|
0.0232046
|
0.3509271
|
0.0212084
|
0.0740143
|
-0.1378899
|
0.2360182
|
-0.0484567
|
|
0.0271843
|
0.3215305
|
0.0207211
|
0.0376228
|
-0.1897282
|
0.2355566
|
-0.0561788
|
|
0.0303017
|
0.3100024
|
-0.0116835
|
0.1049471
|
-0.0860516
|
0.2307104
|
-0.0793454
|
|
0.0374320
|
0.3638962
|
-0.0874568
|
0.2796265
|
-0.0342133
|
0.2522875
|
-0.1334006
|
|
0.0205847
|
0.3687956
|
0.0258376
|
0.1322408
|
-0.1090908
|
0.2399413
|
-0.0426650
|
|
0.0251282
|
0.3857995
|
-0.0058361
|
0.1831889
|
-0.1206104
|
0.2507875
|
-0.0696927
|
|
0.0375315
|
0.3711012
|
-0.0920861
|
0.2341371
|
-0.1666889
|
0.2504413
|
-0.1334006
|
|
0.0287430
|
0.3901226
|
-0.0543212
|
-0.0770106
|
-0.1494095
|
0.2256335
|
-0.0851370
|
|
0.0358401
|
0.3344996
|
-0.0738128
|
0.0685556
|
-0.1897282
|
0.2280566
|
-0.1160257
|
|
0.0277481
|
0.4048208
|
-0.0684526
|
0.0758339
|
-0.1954880
|
0.2310566
|
-0.0947897
|
|
0.0210490
|
0.3048148
|
0.0977126
|
0.1522561
|
-0.0572525
|
0.2512490
|
-0.0175680
|
|
0.0334192
|
0.3736950
|
-0.0915988
|
0.1031275
|
-0.1378899
|
0.2290950
|
-0.1179563
|
|
0.0287430
|
0.3483333
|
0.0136554
|
0.0740143
|
-0.1724487
|
0.2506721
|
-0.0639010
|
|
0.0190260
|
0.2307469
|
0.1152550
|
0.3578683
|
0.0579437
|
0.2359028
|
-0.0137069
|
|
0.0166713
|
0.2370874
|
0.1374266
|
0.3414921
|
0.0349045
|
0.2397105
|
0.0017375
|
|
0.0222097
|
0.2506328
|
0.0219393
|
0.2614307
|
0.0291446
|
0.2046333
|
-0.0542483
|
|
0.0222429
|
0.2612963
|
-0.0150946
|
0.2596111
|
-0.0399731
|
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-0.0889981
|
#Na construção de rankings no R, devemos efetuar a multiplicação por -1,
#visto que os scores fatoriais das observações mais fortes são, por padrão,
#apresentados acompanhados do sinal de menos.
F1 <- data.frame(F1) %>%
mutate(fator1 = rowSums(.) * -1)
F1 %>%
kable() %>%
kable_styling(bootstrap_options = "striped",
full_width = T,
font_size = 12)
|
mois
|
prot
|
fat
|
ash
|
sodium
|
carb
|
cal
|
fator1
|
|
-0.0433887
|
0.2321879
|
0.6003502
|
0.4506667
|
0.6339248
|
0.2549414
|
0.3202773
|
-2.4489596
|
|
-0.0411667
|
0.2272885
|
0.5764731
|
0.4925170
|
0.6454444
|
0.2520567
|
0.3029024
|
-2.4555154
|
|
-0.0416310
|
0.1906869
|
0.6225218
|
0.4452080
|
0.5532874
|
0.2545952
|
0.3241384
|
-2.3488066
|
|
-0.0343349
|
0.1952981
|
0.5579561
|
0.3924402
|
0.5417678
|
0.2479029
|
0.2835970
|
-2.1846272
|
|
-0.0345339
|
0.2278649
|
0.5218968
|
0.3978990
|
0.5590472
|
0.2435182
|
0.2700832
|
-2.1857754
|
|
-0.0323783
|
0.1976037
|
0.5379773
|
0.4160947
|
0.5648070
|
0.2476721
|
0.2700832
|
-2.2018598
|
|
-0.0321461
|
0.2189306
|
0.5143438
|
0.3778836
|
0.5244884
|
0.2434028
|
0.2623610
|
-2.1092642
|
|
-0.0402713
|
0.2316115
|
0.5206786
|
0.4815995
|
0.6224051
|
0.2297874
|
0.2797359
|
-2.3255467
|
|
-0.0420622
|
0.2048087
|
0.6059540
|
0.4342905
|
0.5993659
|
0.2502106
|
0.3202773
|
-2.3728449
|
|
-0.0437204
|
0.2252711
|
0.6105832
|
0.4597646
|
0.5705669
|
0.2564414
|
0.3241384
|
-2.4030452
|
|
-0.0449474
|
0.2255593
|
0.6178925
|
0.4197339
|
0.5648070
|
0.2532106
|
0.3299301
|
-2.3661860
|
|
-0.0461745
|
0.2255593
|
0.6042485
|
0.4579450
|
0.5763267
|
0.2449028
|
0.3279995
|
-2.3908073
|
|
-0.0404703
|
0.1909751
|
0.6064413
|
0.4179143
|
0.5129687
|
0.2494029
|
0.3164163
|
-2.2536482
|
|
-0.0331410
|
0.1808880
|
0.5413883
|
0.3960794
|
0.5648070
|
0.2314028
|
0.2797359
|
-2.1611604
|
|
-0.0331410
|
0.2131666
|
0.5311553
|
0.4124556
|
0.5417678
|
0.2477875
|
0.2700832
|
-2.1832749
|
|
-0.0334063
|
0.1298763
|
0.5871934
|
0.4779603
|
0.6281650
|
0.2442105
|
0.2893886
|
-2.3233878
|
|
-0.0271052
|
0.1927043
|
0.4753608
|
0.4743212
|
0.5878463
|
0.2380951
|
0.2314723
|
-2.1726948
|
|
-0.0209698
|
0.1197892
|
0.5028926
|
0.4397492
|
0.5417678
|
0.2410951
|
0.2295417
|
-2.0538658
|
|
-0.0301894
|
0.2010621
|
0.4924159
|
0.5088931
|
0.5417678
|
0.2409797
|
0.2430556
|
-2.1979848
|
|
-0.0327762
|
0.1635959
|
0.5374900
|
0.4797799
|
0.5993659
|
0.2364797
|
0.2681526
|
-2.2520878
|
|
-0.0460418
|
0.1782942
|
0.6571192
|
0.4215535
|
0.5648070
|
0.2491721
|
0.3492355
|
-2.3741397
|
|
-0.0435214
|
0.1912633
|
0.6178925
|
0.4251926
|
0.5936061
|
0.2447875
|
0.3279995
|
-2.3572201
|
|
-0.0332405
|
0.2076908
|
0.5367591
|
0.4233730
|
0.5532874
|
0.2485952
|
0.2720137
|
-2.2084787
|
|
-0.0288629
|
0.1693599
|
0.5650218
|
0.3615074
|
0.4784099
|
0.2579414
|
0.2758748
|
-2.0792524
|
|
-0.0255796
|
0.1347757
|
0.5275006
|
0.4706820
|
0.5936061
|
0.2446721
|
0.2488472
|
-2.1945041
|
|
-0.0347329
|
0.1846346
|
0.5840260
|
0.3942598
|
0.5417678
|
0.2547106
|
0.2951803
|
-2.2198462
|
|
-0.0397075
|
0.1906869
|
0.6083904
|
0.3906207
|
0.5475276
|
0.2511337
|
0.3164163
|
-2.2650679
|
|
-0.0347992
|
0.1537970
|
0.5789095
|
0.4051773
|
0.5475276
|
0.2404028
|
0.2932497
|
-2.1842647
|
|
-0.0374192
|
0.2226773
|
0.5638036
|
0.4397492
|
0.5878463
|
0.2539029
|
0.2913192
|
-2.3218792
|
|
0.0287430
|
0.0094079
|
0.2153927
|
0.1795498
|
0.2480175
|
0.2172103
|
0.0113902
|
-0.9097113
|
|
0.0390571
|
0.0290056
|
0.1337719
|
0.1140450
|
0.1501007
|
0.2181334
|
-0.0426650
|
-0.6414486
|
|
0.0252940
|
-0.0067314
|
0.2473100
|
0.1668127
|
0.1846595
|
0.2130565
|
0.0326262
|
-0.8630275
|
|
0.0307992
|
0.0117135
|
0.1988249
|
0.1686323
|
0.1904193
|
0.2167488
|
-0.0001931
|
-0.8169450
|
|
0.0323911
|
-0.0047140
|
0.1810389
|
0.1831889
|
0.1904193
|
0.2082103
|
-0.0117763
|
-0.7787581
|
|
0.0301359
|
-0.0006792
|
0.2185600
|
0.1613540
|
0.2192184
|
0.2183642
|
0.0094597
|
-0.8564130
|
|
0.0325569
|
-0.0127837
|
0.2351278
|
0.1759106
|
0.2076988
|
0.2307104
|
0.0094597
|
-0.8786805
|
|
0.0328554
|
-0.0234471
|
0.2368333
|
0.0649164
|
0.0809829
|
0.2212488
|
0.0152513
|
-0.6286411
|
|
0.0437000
|
-0.0026966
|
0.1223207
|
0.0849318
|
0.0752231
|
0.2143257
|
-0.0561788
|
-0.4816258
|
|
0.0364703
|
0.0258354
|
0.1142804
|
0.2214000
|
0.2249782
|
0.2054410
|
-0.0484567
|
-0.7799486
|
|
0.0312635
|
0.0169011
|
0.2197782
|
0.1431582
|
0.1673801
|
0.2287489
|
0.0075291
|
-0.8147592
|
|
0.0291410
|
0.0073905
|
0.2280621
|
0.1413387
|
0.1788997
|
0.2213642
|
0.0171818
|
-0.8233781
|
|
0.0338835
|
0.0186303
|
0.1739732
|
0.1959260
|
0.2537773
|
0.2202104
|
-0.0175680
|
-0.8788326
|
|
0.0294063
|
-0.0038494
|
0.2114944
|
0.1740910
|
0.2249782
|
0.2120180
|
0.0075291
|
-0.8556676
|
|
0.0466184
|
0.0255472
|
0.0672571
|
0.1013080
|
0.1328212
|
0.2107488
|
-0.0870676
|
-0.4972331
|
|
0.0471159
|
0.0431275
|
0.0406999
|
0.1195037
|
0.1097820
|
0.2080949
|
-0.0986508
|
-0.4696731
|
|
0.0438327
|
0.0197831
|
0.1150113
|
0.0922101
|
0.0867427
|
0.2207873
|
-0.0600399
|
-0.5183273
|
|
0.0279803
|
0.0120017
|
0.2275749
|
0.1613540
|
0.1616203
|
0.2202104
|
0.0171818
|
-0.8279233
|
|
0.0323248
|
-0.0067314
|
0.2085706
|
0.1995651
|
0.2422576
|
0.2212488
|
-0.0021236
|
-0.8951119
|
|
0.0383274
|
0.0232416
|
0.1064838
|
0.1704519
|
0.2595371
|
0.2039410
|
-0.0542483
|
-0.7477345
|
|
0.0300364
|
0.0007618
|
0.2097888
|
0.1540757
|
0.1788997
|
0.2139796
|
0.0055986
|
-0.7931406
|
|
0.0287430
|
-0.0058668
|
0.2231893
|
0.1740910
|
0.2249782
|
0.2144411
|
0.0152513
|
-0.8748271
|
|
0.0279803
|
-0.0090371
|
0.2248948
|
0.1595344
|
0.2134586
|
0.2104026
|
0.0171818
|
-0.8444155
|
|
0.0330544
|
0.0137309
|
0.1805516
|
0.1959260
|
0.2480175
|
0.2184796
|
-0.0137069
|
-0.8760530
|
|
0.0335850
|
0.0151719
|
0.1786024
|
0.1995651
|
0.2364978
|
0.2202104
|
-0.0156374
|
-0.8679952
|
|
0.0433684
|
0.0194949
|
0.1096512
|
0.1249625
|
0.1443409
|
0.2185950
|
-0.0639010
|
-0.5965117
|
|
0.0375647
|
0.0076787
|
0.1659329
|
0.1704519
|
0.1788997
|
0.2232104
|
-0.0291512
|
-0.7545870
|
|
0.0359396
|
0.0166129
|
0.1832317
|
0.1759106
|
0.2134586
|
0.2296720
|
-0.0194985
|
-0.8353269
|
|
0.0352100
|
0.0099843
|
0.1961448
|
0.1795498
|
0.2192184
|
0.2308258
|
-0.0117763
|
-0.8591567
|
|
0.0363376
|
-0.0070196
|
0.2093016
|
0.0558185
|
0.0752231
|
0.2263258
|
-0.0040541
|
-0.5919328
|
|
0.0359728
|
-0.0055786
|
0.1985812
|
0.0740143
|
0.1097820
|
0.2217104
|
-0.0079152
|
-0.6265668
|
|
0.0248628
|
0.3653372
|
0.0285177
|
0.1467974
|
-0.0975712
|
0.2556337
|
-0.0523178
|
-0.6712599
|
|
0.0258246
|
0.4353702
|
-0.0696708
|
0.1631736
|
-0.1378899
|
0.2415567
|
-0.0947897
|
-0.5635747
|
|
0.0264547
|
0.3417046
|
0.0160919
|
0.1067667
|
-0.1148506
|
0.2432874
|
-0.0600399
|
-0.5594148
|
|
0.0267532
|
0.3532327
|
-0.0231348
|
0.1540757
|
-0.0687721
|
0.2333643
|
-0.0774148
|
-0.5981041
|
|
0.0263221
|
0.3056794
|
0.0765156
|
0.0667360
|
-0.0860516
|
0.2544798
|
-0.0349429
|
-0.6087385
|
|
0.0292737
|
0.3538091
|
-0.0060797
|
-0.0224233
|
-0.0860516
|
0.2392490
|
-0.0696927
|
-0.4380845
|
|
0.0307660
|
0.4301826
|
-0.1081666
|
0.1522561
|
-0.1263702
|
0.2377489
|
-0.1218174
|
-0.4945995
|
|
0.0240337
|
0.4209602
|
-0.0375098
|
0.1722715
|
-0.1090908
|
0.2442105
|
-0.0774148
|
-0.6374604
|
|
0.0292405
|
0.4016506
|
-0.0813657
|
0.0812926
|
-0.2415665
|
0.2292104
|
-0.1044425
|
-0.3140195
|
|
0.0354422
|
0.3708130
|
-0.0930606
|
0.1777302
|
-0.0399731
|
0.2390182
|
-0.1276090
|
-0.5623609
|
|
0.0376642
|
0.3728304
|
-0.1330182
|
0.1595344
|
-0.0802918
|
0.2274796
|
-0.1469144
|
-0.4372842
|
|
0.0280134
|
0.3417046
|
-0.0048615
|
0.0703752
|
-0.1321301
|
0.2364797
|
-0.0696927
|
-0.4698887
|
|
0.0232378
|
0.3647608
|
0.0319287
|
0.1959260
|
-0.0399731
|
0.2544798
|
-0.0503872
|
-0.7799728
|
|
0.0229725
|
0.3587085
|
0.0136554
|
0.1267820
|
-0.0745320
|
0.2380951
|
-0.0542483
|
-0.6314334
|
|
0.0232046
|
0.3509271
|
0.0212084
|
0.0740143
|
-0.1378899
|
0.2360182
|
-0.0484567
|
-0.5190261
|
|
0.0271843
|
0.3215305
|
0.0207211
|
0.0376228
|
-0.1897282
|
0.2355566
|
-0.0561788
|
-0.3967083
|
|
0.0303017
|
0.3100024
|
-0.0116835
|
0.1049471
|
-0.0860516
|
0.2307104
|
-0.0793454
|
-0.4988812
|
|
0.0374320
|
0.3638962
|
-0.0874568
|
0.2796265
|
-0.0342133
|
0.2522875
|
-0.1334006
|
-0.6781715
|
|
0.0205847
|
0.3687956
|
0.0258376
|
0.1322408
|
-0.1090908
|
0.2399413
|
-0.0426650
|
-0.6356441
|
|
0.0251282
|
0.3857995
|
-0.0058361
|
0.1831889
|
-0.1206104
|
0.2507875
|
-0.0696927
|
-0.6487649
|
|
0.0375315
|
0.3711012
|
-0.0920861
|
0.2341371
|
-0.1666889
|
0.2504413
|
-0.1334006
|
-0.5010355
|
|
0.0287430
|
0.3901226
|
-0.0543212
|
-0.0770106
|
-0.1494095
|
0.2256335
|
-0.0851370
|
-0.2786208
|
|
0.0358401
|
0.3344996
|
-0.0738128
|
0.0685556
|
-0.1897282
|
0.2280566
|
-0.1160257
|
-0.2873852
|
|
0.0277481
|
0.4048208
|
-0.0684526
|
0.0758339
|
-0.1954880
|
0.2310566
|
-0.0947897
|
-0.3807291
|
|
0.0210490
|
0.3048148
|
0.0977126
|
0.1522561
|
-0.0572525
|
0.2512490
|
-0.0175680
|
-0.7522611
|
|
0.0334192
|
0.3736950
|
-0.0915988
|
0.1031275
|
-0.1378899
|
0.2290950
|
-0.1179563
|
-0.3918919
|
|
0.0287430
|
0.3483333
|
0.0136554
|
0.0740143
|
-0.1724487
|
0.2506721
|
-0.0639010
|
-0.4790684
|
|
0.0190260
|
0.2307469
|
0.1152550
|
0.3578683
|
0.0579437
|
0.2359028
|
-0.0137069
|
-1.0030358
|
|
0.0166713
|
0.2370874
|
0.1374266
|
0.3414921
|
0.0349045
|
0.2397105
|
0.0017375
|
-1.0090298
|
|
0.0222097
|
0.2506328
|
0.0219393
|
0.2614307
|
0.0291446
|
0.2046333
|
-0.0542483
|
-0.7357423
|
|
0.0222429
|
0.2612963
|
-0.0150946
|
0.2596111
|
-0.0399731
|
0.1913640
|
-0.0696927
|
-0.6097541
|
|
0.0199214
|
0.2425632
|
0.0229139
|
0.2596111
|
0.0521839
|
0.1937871
|
-0.0484567
|
-0.7425240
|
|
0.0198219
|
0.2402576
|
0.0821194
|
0.3560487
|
0.0464241
|
0.2266720
|
-0.0291512
|
-0.9421924
|
|
0.0218449
|
0.2414104
|
0.0146300
|
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|
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|
-0.0342133
|
-0.0180605
|
-0.0735537
|
0.2935229
|
|
0.0173346
|
-0.0730179
|
-0.1520225
|
-0.0460777
|
-0.0169338
|
-0.0437915
|
-0.0986508
|
0.4131596
|
|
0.0216459
|
-0.0842577
|
-0.0908678
|
-0.0515365
|
-0.0342133
|
-0.0046758
|
-0.0851370
|
0.3290422
|
|
0.0176331
|
-0.0609134
|
-0.1047555
|
-0.0297016
|
-0.0226937
|
-0.0144836
|
-0.0812759
|
0.2961905
|
|
0.0142504
|
-0.0779173
|
-0.0937916
|
-0.0351603
|
-0.0399731
|
-0.0282144
|
-0.0696927
|
0.3304990
|
|
0.0203857
|
-0.0839695
|
-0.1235161
|
-0.0533561
|
-0.0169338
|
-0.0245221
|
-0.0947897
|
0.3767017
|
|
0.0084467
|
-0.0738825
|
-0.0180183
|
-0.0224233
|
0.0061054
|
-0.0100989
|
-0.0252901
|
0.1351610
|
|
0.0226740
|
-0.0905982
|
-0.0954971
|
-0.0242428
|
0.0003456
|
-0.0040989
|
-0.0889981
|
0.2804155
|
|
0.0141509
|
-0.0851223
|
-0.0738128
|
-0.0533561
|
-0.0342133
|
-0.0231375
|
-0.0600399
|
0.3155310
|
|
0.0128243
|
-0.0822403
|
-0.1001263
|
-0.0351603
|
-0.0054142
|
-0.0379068
|
-0.0677621
|
0.3157858
|
|
0.0232378
|
-0.0756117
|
-0.1030500
|
-0.0424386
|
-0.0169338
|
-0.0008681
|
-0.0928592
|
0.3085236
|
|
0.0158754
|
-0.0905982
|
-0.0908678
|
-0.0606344
|
-0.0457329
|
-0.0278683
|
-0.0696927
|
0.3695188
|
|
0.0173015
|
-0.0885808
|
-0.0937916
|
-0.0515365
|
-0.0342133
|
-0.0229067
|
-0.0754843
|
0.3492116
|
|
0.0213806
|
-0.0882926
|
-0.1164505
|
-0.0533561
|
-0.0284535
|
-0.0194451
|
-0.0947897
|
0.3794068
|
|
0.0142835
|
-0.1148071
|
-0.0974462
|
-0.0897476
|
-0.0687721
|
-0.0480607
|
-0.0677621
|
0.4723124
|
|
0.0180311
|
-0.0972268
|
-0.0608996
|
-0.0569952
|
-0.0457329
|
-0.0085989
|
-0.0639010
|
0.3153234
|
|
0.0105028
|
-0.0695594
|
-0.0448191
|
-0.0133254
|
-0.0054142
|
-0.0133297
|
-0.0426650
|
0.1786101
|
|
0.0132886
|
-0.0663892
|
-0.0786856
|
-0.0260624
|
-0.0054142
|
-0.0287914
|
-0.0696927
|
0.2617469
|
|
0.0074517
|
-0.0456387
|
-0.0431136
|
-0.0369799
|
0.0003456
|
-0.0150605
|
-0.0330123
|
0.1660076
|
|
0.0120947
|
-0.0681184
|
-0.1023191
|
-0.0369799
|
-0.0169338
|
-0.0359452
|
-0.0677621
|
0.3159639
|
|
0.0222097
|
-0.0848341
|
-0.1230288
|
-0.0569952
|
-0.0630123
|
-0.0185221
|
-0.0986508
|
0.4228337
|
|
0.0196893
|
-0.0998206
|
-0.1152322
|
-0.0660931
|
-0.0572525
|
-0.0301760
|
-0.0889981
|
0.4378833
|
#Importando a coluna referente ao fator F1:
pizza["fator1"] <- F1$fator1
#Criando um ranking pela soma ponderada dos fatores por sua variância
#compartilhada
pizza %>%
mutate(pontuacao = fator1 *
relatorio$var_compartilhada[1]) -> pizza
#Visualizando o ranking final
pizza %>%
arrange(desc(pontuacao)) %>%
kable() %>%
kable_styling(bootstrap_options = "striped",
full_width = T,
font_size = 12)
|
brand
|
id
|
mois
|
prot
|
fat
|
ash
|
sodium
|
carb
|
cal
|
fator1
|
pontuacao
|
|
H
|
14032
|
38.84
|
8.55
|
4.38
|
1.41
|
0.43
|
46.82
|
2.61
|
1.2965064
|
0.7726789
|
|
H
|
14028
|
40.72
|
8.34
|
4.96
|
1.42
|
0.43
|
44.56
|
2.56
|
1.2639485
|
0.7532754
|
|
E
|
14029
|
39.59
|
8.36
|
4.39
|
1.52
|
0.48
|
46.14
|
2.58
|
1.2483823
|
0.7439984
|
|
E
|
14033
|
39.25
|
8.67
|
4.44
|
1.54
|
0.51
|
46.10
|
2.59
|
1.2160468
|
0.7247274
|
|
H
|
14123
|
35.66
|
9.04
|
6.24
|
1.50
|
0.42
|
47.56
|
2.83
|
1.2030631
|
0.7169895
|
|
E
|
34033
|
37.32
|
7.40
|
8.18
|
1.63
|
0.53
|
45.47
|
2.85
|
1.0825669
|
0.6451774
|
|
H
|
24132
|
36.67
|
7.81
|
9.34
|
1.64
|
0.44
|
44.54
|
2.93
|
1.0684872
|
0.6367863
|
|
G
|
14077
|
33.09
|
7.87
|
12.07
|
1.37
|
0.44
|
45.60
|
3.23
|
1.0155589
|
0.6052427
|
|
H
|
14127
|
36.12
|
8.33
|
11.90
|
1.42
|
0.39
|
42.23
|
3.09
|
1.0042388
|
0.5984962
|
|
F
|
24103
|
30.15
|
8.06
|
12.23
|
1.50
|
0.47
|
48.06
|
3.35
|
0.9802194
|
0.5841813
|
|
G
|
34013
|
29.14
|
8.46
|
12.25
|
1.51
|
0.46
|
48.64
|
3.39
|
0.9744640
|
0.5807513
|
|
H
|
34029
|
36.32
|
8.06
|
12.54
|
1.35
|
0.43
|
41.73
|
3.12
|
0.9739007
|
0.5804156
|
|
H
|
14076
|
36.63
|
8.38
|
12.59
|
1.36
|
0.41
|
41.04
|
3.11
|
0.9661009
|
0.5757671
|
|
E
|
14039
|
34.94
|
7.81
|
13.67
|
1.36
|
0.40
|
42.22
|
3.23
|
0.9580283
|
0.5709561
|
|
G
|
24004
|
30.85
|
8.03
|
13.67
|
1.41
|
0.42
|
46.04
|
3.39
|
0.9578230
|
0.5708338
|
|
E
|
24053
|
36.50
|
7.52
|
12.46
|
1.51
|
0.47
|
42.01
|
3.10
|
0.9457552
|
0.5636417
|
|
H
|
14159
|
35.50
|
8.11
|
13.45
|
1.34
|
0.42
|
41.59
|
3.20
|
0.9435271
|
0.5623139
|
|
H
|
14064
|
35.84
|
7.90
|
14.09
|
1.25
|
0.42
|
40.92
|
3.22
|
0.9376429
|
0.5588070
|
|
F
|
14084
|
30.96
|
8.31
|
13.42
|
1.49
|
0.43
|
45.82
|
3.37
|
0.9364858
|
0.5581174
|
|
G
|
24121
|
28.33
|
8.17
|
13.64
|
1.45
|
0.47
|
48.41
|
3.49
|
0.9348399
|
0.5571366
|
|
F
|
24097
|
30.68
|
8.11
|
12.92
|
1.56
|
0.47
|
46.73
|
3.36
|
0.9320150
|
0.5554530
|
|
E
|
14109
|
35.30
|
7.92
|
13.85
|
1.46
|
0.40
|
41.47
|
3.22
|
0.9243595
|
0.5508905
|
|
H
|
24112
|
35.94
|
7.97
|
13.50
|
1.45
|
0.42
|
41.14
|
3.18
|
0.9235379
|
0.5504009
|
|
E
|
24104
|
34.48
|
7.54
|
13.93
|
1.45
|
0.44
|
42.60
|
3.26
|
0.9201781
|
0.5483986
|
|
G
|
14119
|
28.09
|
8.42
|
14.06
|
1.47
|
0.45
|
47.96
|
3.52
|
0.9150943
|
0.5453687
|
|
G
|
24022
|
27.72
|
8.06
|
15.34
|
1.35
|
0.42
|
47.53
|
3.60
|
0.9142186
|
0.5448469
|
|
F
|
24046
|
29.59
|
8.05
|
14.07
|
1.44
|
0.45
|
46.22
|
3.49
|
0.9117128
|
0.5433535
|
|
H
|
14156
|
36.87
|
7.82
|
14.58
|
1.32
|
0.40
|
39.41
|
3.20
|
0.9098145
|
0.5422221
|
|
H
|
24024
|
35.80
|
7.82
|
14.08
|
1.43
|
0.42
|
40.87
|
3.21
|
0.9089260
|
0.5416926
|
|
H
|
14057
|
33.75
|
8.07
|
14.93
|
1.31
|
0.40
|
41.94
|
3.34
|
0.9084135
|
0.5413872
|
|
G
|
24015
|
28.35
|
8.19
|
14.90
|
1.40
|
0.43
|
47.16
|
3.56
|
0.9076982
|
0.5409609
|
|
H
|
24034
|
35.50
|
7.90
|
13.83
|
1.41
|
0.46
|
41.36
|
3.22
|
0.8980297
|
0.5351987
|
|
G
|
14095
|
28.21
|
8.30
|
15.00
|
1.41
|
0.43
|
47.08
|
3.57
|
0.8978826
|
0.5351111
|
|
G
|
14166
|
27.56
|
8.25
|
14.65
|
1.45
|
0.46
|
48.09
|
3.57
|
0.8971030
|
0.5346465
|
|
E
|
24088
|
37.59
|
7.93
|
13.58
|
1.43
|
0.45
|
39.47
|
3.12
|
0.8959431
|
0.5339552
|
|
F
|
14143
|
29.54
|
7.79
|
15.08
|
1.41
|
0.45
|
46.18
|
3.52
|
0.8939694
|
0.5327789
|
|
G
|
24047
|
29.06
|
8.46
|
14.12
|
1.47
|
0.47
|
46.89
|
3.48
|
0.8931190
|
0.5322721
|
|
F
|
24086
|
30.53
|
8.02
|
14.17
|
1.49
|
0.47
|
45.79
|
3.43
|
0.8930277
|
0.5322177
|
|
H
|
24089
|
35.74
|
7.86
|
14.27
|
1.40
|
0.44
|
40.73
|
3.23
|
0.8918056
|
0.5314894
|
|
H
|
24089
|
35.74
|
7.86
|
14.27
|
1.40
|
0.44
|
40.73
|
3.23
|
0.8918056
|
0.5314894
|
|
F
|
14118
|
29.79
|
8.17
|
14.35
|
1.49
|
0.46
|
46.20
|
3.46
|
0.8914722
|
0.5312907
|
|
H
|
14007
|
33.05
|
7.34
|
15.78
|
1.34
|
0.42
|
42.49
|
3.41
|
0.8869181
|
0.5285766
|
|
E
|
14063
|
34.51
|
7.75
|
14.87
|
1.42
|
0.42
|
41.45
|
3.31
|
0.8851802
|
0.5275408
|
|
G
|
34018
|
27.72
|
8.24
|
15.16
|
1.46
|
0.45
|
47.42
|
3.59
|
0.8767831
|
0.5225364
|
|
G
|
14112
|
28.63
|
8.42
|
15.24
|
1.43
|
0.43
|
46.28
|
3.56
|
0.8762444
|
0.5222154
|
|
E
|
14089
|
34.58
|
7.44
|
16.24
|
1.31
|
0.39
|
40.43
|
3.38
|
0.8725147
|
0.5199926
|
|
F
|
14065
|
28.66
|
7.67
|
16.12
|
1.41
|
0.43
|
46.14
|
3.60
|
0.8706210
|
0.5188640
|
|
G
|
14145
|
28.15
|
8.23
|
15.45
|
1.41
|
0.45
|
46.76
|
3.59
|
0.8700620
|
0.5185309
|
|
H
|
24016
|
33.90
|
7.76
|
15.84
|
1.30
|
0.42
|
41.20
|
3.38
|
0.8687180
|
0.5177299
|
|
G
|
14131
|
28.19
|
8.57
|
14.16
|
1.76
|
0.42
|
47.32
|
3.51
|
0.8670608
|
0.5167422
|
|
F
|
14038
|
30.28
|
7.76
|
16.04
|
1.40
|
0.42
|
44.52
|
3.53
|
0.8670045
|
0.5167087
|
|
F
|
14165
|
29.89
|
7.95
|
15.08
|
1.45
|
0.47
|
45.63
|
3.50
|
0.8669144
|
0.5166550
|
|
H
|
14041
|
36.43
|
8.67
|
15.05
|
1.35
|
0.38
|
38.50
|
3.24
|
0.8631639
|
0.5144198
|
|
F
|
24137
|
30.97
|
7.60
|
14.22
|
1.78
|
0.45
|
45.43
|
3.40
|
0.8628444
|
0.5142294
|
|
H
|
24139
|
35.86
|
7.47
|
14.72
|
1.67
|
0.40
|
40.28
|
3.23
|
0.8604018
|
0.5127737
|
|
F
|
24035
|
27.65
|
7.78
|
17.30
|
1.29
|
0.40
|
46.25
|
3.72
|
0.8592674
|
0.5120976
|
|
F
|
14018
|
29.78
|
8.20
|
14.51
|
1.50
|
0.50
|
46.01
|
3.47
|
0.8577608
|
0.5111997
|
|
G
|
14040
|
28.03
|
8.27
|
16.40
|
1.37
|
0.41
|
45.93
|
3.64
|
0.8572488
|
0.5108946
|
|
H
|
24009
|
35.50
|
7.51
|
15.63
|
1.42
|
0.42
|
39.94
|
3.30
|
0.8548042
|
0.5094377
|
|
F
|
14054
|
30.09
|
7.99
|
15.16
|
1.46
|
0.48
|
45.30
|
3.50
|
0.8517620
|
0.5076246
|
|
G
|
14085
|
27.28
|
8.55
|
15.18
|
1.51
|
0.46
|
47.48
|
3.61
|
0.8507943
|
0.5070479
|
|
G
|
14017
|
28.29
|
8.05
|
16.72
|
1.31
|
0.43
|
45.63
|
3.65
|
0.8489361
|
0.5059405
|
|
H
|
34028
|
36.01
|
7.70
|
15.60
|
1.37
|
0.43
|
39.32
|
3.28
|
0.8484132
|
0.5056288
|
|
G
|
24149
|
28.64
|
8.01
|
16.02
|
1.43
|
0.45
|
45.90
|
3.60
|
0.8453969
|
0.5038312
|
|
E
|
24035
|
34.31
|
7.98
|
14.54
|
1.46
|
0.49
|
41.71
|
3.30
|
0.8445887
|
0.5033495
|
|
H
|
14144
|
35.48
|
7.66
|
15.39
|
1.37
|
0.46
|
40.10
|
3.30
|
0.8442998
|
0.5031773
|
|
E
|
24099
|
36.69
|
7.80
|
14.77
|
1.46
|
0.46
|
39.28
|
3.21
|
0.8428951
|
0.5023402
|
|
E
|
14126
|
37.78
|
8.30
|
13.05
|
1.64
|
0.49
|
39.23
|
3.08
|
0.8412653
|
0.5013689
|
|
E
|
14126
|
37.78
|
8.30
|
13.05
|
1.64
|
0.49
|
39.23
|
3.08
|
0.8412653
|
0.5013689
|
|
E
|
14099
|
35.14
|
8.05
|
15.77
|
1.38
|
0.41
|
39.66
|
3.33
|
0.8410399
|
0.5012345
|
|
H
|
14088
|
35.68
|
8.01
|
16.36
|
1.30
|
0.39
|
38.65
|
3.34
|
0.8385186
|
0.4997319
|
|
G
|
34008
|
26.45
|
7.89
|
17.97
|
1.30
|
0.39
|
46.39
|
3.79
|
0.8357945
|
0.4981085
|
|
G
|
14010
|
28.68
|
8.30
|
16.07
|
1.41
|
0.45
|
45.54
|
3.60
|
0.8351734
|
0.4977383
|
|
F
|
14079
|
30.29
|
8.09
|
14.82
|
1.52
|
0.51
|
45.28
|
3.47
|
0.8338646
|
0.4969583
|
|
G
|
24119
|
27.16
|
8.27
|
14.68
|
1.79
|
0.46
|
48.10
|
3.58
|
0.8334415
|
0.4967061
|
|
G
|
14026
|
28.13
|
8.34
|
16.19
|
1.42
|
0.45
|
45.92
|
3.63
|
0.8296943
|
0.4944729
|
|
F
|
24109
|
29.30
|
8.02
|
16.34
|
1.43
|
0.45
|
44.91
|
3.59
|
0.8256306
|
0.4920511
|
|
F
|
24150
|
29.69
|
7.63
|
15.71
|
1.63
|
0.46
|
45.34
|
3.53
|
0.8253202
|
0.4918661
|
|
E
|
14122
|
36.04
|
7.74
|
15.49
|
1.45
|
0.45
|
39.28
|
3.27
|
0.8252337
|
0.4918146
|
|
E
|
14078
|
36.54
|
7.75
|
15.67
|
1.43
|
0.44
|
38.61
|
3.26
|
0.8225004
|
0.4901856
|
|
H
|
14111
|
35.61
|
8.07
|
16.15
|
1.41
|
0.40
|
38.81
|
3.33
|
0.8201396
|
0.4887786
|
|
G
|
14055
|
27.71
|
8.28
|
15.62
|
1.53
|
0.50
|
46.86
|
3.61
|
0.8125971
|
0.4842835
|
|
H
|
24100
|
34.61
|
7.17
|
17.88
|
1.29
|
0.40
|
39.05
|
3.46
|
0.8067509
|
0.4807993
|
|
F
|
34035
|
28.98
|
7.70
|
16.67
|
1.48
|
0.47
|
45.17
|
3.62
|
0.8044650
|
0.4794370
|
|
G
|
24156
|
26.19
|
7.99
|
17.53
|
1.42
|
0.44
|
46.87
|
3.77
|
0.8032607
|
0.4787193
|
|
H
|
34007
|
36.73
|
7.42
|
18.16
|
1.17
|
0.39
|
36.52
|
3.39
|
0.7976090
|
0.4753511
|
|
G
|
24059
|
25.00
|
8.49
|
16.87
|
1.45
|
0.47
|
48.19
|
3.79
|
0.7975093
|
0.4752916
|
|
H
|
14009
|
35.55
|
7.32
|
16.40
|
1.76
|
0.36
|
38.97
|
3.33
|
0.7970629
|
0.4750256
|
|
F
|
24106
|
28.84
|
7.88
|
17.21
|
1.42
|
0.46
|
44.65
|
3.65
|
0.7914704
|
0.4716926
|
|
E
|
14056
|
36.84
|
7.77
|
17.07
|
1.37
|
0.40
|
36.95
|
3.33
|
0.7881079
|
0.4696886
|
|
G
|
24041
|
30.63
|
8.21
|
17.33
|
1.39
|
0.42
|
42.44
|
3.59
|
0.7876808
|
0.4694341
|
|
F
|
24049
|
28.33
|
7.82
|
17.96
|
1.41
|
0.45
|
44.48
|
3.71
|
0.7706523
|
0.4592856
|
|
F
|
24157
|
29.00
|
7.51
|
17.78
|
1.58
|
0.43
|
44.13
|
3.67
|
0.7660207
|
0.4565253
|
|
H
|
24037
|
35.99
|
8.23
|
16.60
|
1.40
|
0.45
|
37.78
|
3.33
|
0.7644400
|
0.4555833
|
|
G
|
24033
|
28.55
|
8.25
|
17.30
|
1.48
|
0.47
|
44.42
|
3.66
|
0.7583143
|
0.4519325
|
|
H
|
14100
|
33.44
|
7.45
|
18.49
|
1.39
|
0.40
|
39.23
|
3.53
|
0.7580665
|
0.4517849
|
|
H
|
24120
|
35.91
|
7.41
|
16.41
|
1.75
|
0.43
|
38.52
|
3.31
|
0.7532011
|
0.4488853
|
|
E
|
14142
|
39.36
|
8.10
|
16.44
|
1.45
|
0.44
|
34.65
|
3.19
|
0.7484826
|
0.4460732
|
|
F
|
14096
|
28.46
|
7.70
|
18.88
|
1.40
|
0.43
|
43.56
|
3.75
|
0.7462659
|
0.4447521
|
|
F
|
34036
|
28.34
|
7.60
|
18.51
|
1.45
|
0.46
|
44.10
|
3.73
|
0.7422753
|
0.4423738
|
|
E
|
34031
|
35.54
|
7.47
|
17.67
|
1.44
|
0.47
|
37.88
|
3.40
|
0.7306079
|
0.4354204
|
|
F
|
24055
|
27.93
|
7.88
|
17.49
|
1.44
|
0.47
|
45.26
|
3.96
|
0.7254590
|
0.4323518
|
|
H
|
24054
|
35.74
|
7.47
|
19.14
|
1.34
|
0.40
|
36.31
|
3.47
|
0.7210141
|
0.4297028
|
|
F
|
34037
|
28.03
|
7.65
|
18.39
|
1.53
|
0.49
|
44.40
|
3.74
|
0.7144811
|
0.4258093
|
|
I
|
24052
|
56.24
|
9.06
|
11.49
|
1.93
|
0.48
|
21.28
|
2.25
|
0.7022601
|
0.4185259
|
|
E
|
24140
|
34.23
|
7.75
|
17.94
|
1.61
|
0.44
|
38.47
|
3.46
|
0.7018755
|
0.4182967
|
|
E
|
14160
|
33.24
|
7.54
|
19.56
|
1.32
|
0.43
|
38.34
|
3.60
|
0.7017405
|
0.4182163
|
|
F
|
34034
|
28.36
|
7.62
|
19.29
|
1.45
|
0.47
|
43.28
|
3.77
|
0.6996847
|
0.4169911
|
|
H
|
24001
|
35.10
|
8.04
|
19.07
|
1.36
|
0.41
|
36.43
|
3.50
|
0.6946086
|
0.4139659
|
|
E
|
24142
|
34.77
|
7.26
|
18.80
|
1.58
|
0.43
|
37.59
|
3.49
|
0.6885261
|
0.4103409
|
|
E
|
14155
|
34.47
|
7.62
|
19.07
|
1.44
|
0.44
|
37.40
|
3.52
|
0.6842977
|
0.4078209
|
|
I
|
34019
|
57.22
|
9.66
|
10.95
|
2.04
|
0.47
|
20.13
|
2.18
|
0.6808636
|
0.4057743
|
|
G
|
14066
|
26.33
|
8.03
|
19.98
|
1.43
|
0.45
|
44.23
|
3.89
|
0.6807432
|
0.4057025
|
|
E
|
34032
|
33.65
|
7.11
|
19.50
|
1.48
|
0.45
|
38.26
|
3.57
|
0.6784710
|
0.4043484
|
|
G
|
14153
|
28.83
|
8.26
|
20.10
|
1.37
|
0.42
|
41.44
|
3.80
|
0.6762791
|
0.4030420
|
|
E
|
34030
|
35.21
|
6.98
|
20.02
|
1.35
|
0.46
|
36.44
|
3.54
|
0.6670608
|
0.3975482
|
|
F
|
14152
|
29.92
|
8.11
|
19.23
|
1.51
|
0.48
|
41.23
|
3.70
|
0.6550337
|
0.3903804
|
|
F
|
24042
|
29.10
|
8.07
|
20.05
|
1.45
|
0.45
|
41.33
|
3.78
|
0.6528335
|
0.3890692
|
|
F
|
14110
|
30.07
|
8.02
|
20.39
|
1.45
|
0.45
|
40.07
|
3.76
|
0.6320962
|
0.3767104
|
|
I
|
24128
|
55.00
|
11.11
|
11.30
|
2.05
|
0.47
|
20.54
|
2.28
|
0.6215150
|
0.3704043
|
|
F
|
14130
|
28.93
|
8.18
|
19.35
|
1.39
|
0.58
|
42.15
|
3.75
|
0.6185753
|
0.3686523
|
|
E
|
24110
|
37.34
|
7.33
|
19.61
|
1.60
|
0.45
|
34.12
|
3.42
|
0.6165667
|
0.3674552
|
|
E
|
24110
|
37.34
|
7.33
|
19.61
|
1.60
|
0.45
|
34.12
|
3.42
|
0.6165667
|
0.3674552
|
|
I
|
14157
|
54.43
|
9.61
|
12.18
|
2.16
|
0.51
|
21.62
|
2.35
|
0.6010882
|
0.3582305
|
|
I
|
14098
|
54.74
|
10.18
|
12.60
|
2.06
|
0.48
|
20.42
|
2.36
|
0.5930979
|
0.3534686
|
|
I
|
14125
|
54.17
|
10.67
|
12.18
|
2.08
|
0.49
|
20.90
|
2.36
|
0.5872390
|
0.3499768
|
|
I
|
34026
|
54.17
|
10.13
|
13.25
|
2.07
|
0.46
|
20.38
|
2.41
|
0.5801782
|
0.3457688
|
|
I
|
14068
|
56.25
|
9.96
|
13.22
|
2.05
|
0.46
|
18.52
|
2.33
|
0.5765323
|
0.3435959
|
|
I
|
14019
|
53.84
|
10.22
|
13.05
|
2.07
|
0.48
|
20.82
|
2.42
|
0.5751785
|
0.3427891
|
|
I
|
14046
|
54.52
|
9.85
|
13.55
|
2.04
|
0.47
|
20.05
|
2.42
|
0.5737385
|
0.3419309
|
|
I
|
14114
|
54.51
|
9.93
|
12.66
|
2.07
|
0.53
|
20.83
|
2.37
|
0.5717855
|
0.3407670
|
|
I
|
34024
|
55.29
|
9.84
|
12.91
|
2.08
|
0.51
|
19.88
|
2.35
|
0.5683010
|
0.3386903
|
|
I
|
24023
|
55.60
|
9.69
|
13.89
|
1.99
|
0.48
|
18.83
|
2.39
|
0.5615368
|
0.3346591
|
|
I
|
34021
|
54.54
|
10.40
|
13.22
|
2.10
|
0.47
|
19.74
|
2.40
|
0.5552280
|
0.3308992
|
|
I
|
34025
|
53.57
|
10.73
|
12.78
|
2.16
|
0.48
|
20.76
|
2.41
|
0.5528160
|
0.3294618
|
|
I
|
24141
|
54.06
|
10.68
|
13.53
|
2.04
|
0.46
|
19.69
|
2.43
|
0.5515059
|
0.3286810
|
|
I
|
14030
|
55.43
|
10.46
|
12.37
|
2.17
|
0.51
|
19.57
|
2.31
|
0.5508940
|
0.3283163
|
|
I
|
24048
|
52.75
|
10.78
|
12.98
|
2.12
|
0.49
|
21.37
|
2.45
|
0.5500564
|
0.3278171
|
|
I
|
24111
|
52.90
|
10.19
|
14.35
|
2.02
|
0.49
|
20.54
|
2.52
|
0.5282886
|
0.3148442
|
|
I
|
24107
|
54.32
|
10.66
|
14.04
|
2.03
|
0.46
|
18.95
|
2.45
|
0.5282142
|
0.3147998
|
|
I
|
34027
|
54.80
|
10.57
|
13.42
|
2.08
|
0.50
|
19.13
|
2.40
|
0.5239146
|
0.3122374
|
|
I
|
14031
|
55.15
|
10.92
|
12.51
|
2.20
|
0.51
|
19.22
|
2.33
|
0.5217959
|
0.3109747
|
|
I
|
34022
|
54.28
|
10.75
|
13.87
|
2.13
|
0.46
|
18.97
|
2.40
|
0.5215827
|
0.3108476
|
|
I
|
14102
|
54.69
|
10.32
|
13.77
|
2.15
|
0.48
|
19.07
|
2.41
|
0.5191166
|
0.3093779
|
|
I
|
14134
|
54.64
|
10.36
|
12.89
|
2.21
|
0.53
|
19.90
|
2.37
|
0.5171530
|
0.3082077
|
|
I
|
14067
|
54.87
|
10.78
|
13.65
|
2.08
|
0.50
|
18.62
|
2.40
|
0.5061417
|
0.3016453
|
|
I
|
14103
|
53.16
|
11.17
|
13.83
|
2.18
|
0.47
|
19.66
|
2.48
|
0.4918267
|
0.2931140
|
|
I
|
34023
|
54.36
|
11.43
|
13.09
|
2.24
|
0.48
|
18.88
|
2.39
|
0.4900810
|
0.2920736
|
|
J
|
14043
|
47.84
|
10.16
|
14.56
|
2.27
|
0.54
|
25.17
|
2.72
|
0.4813418
|
0.2868653
|
|
J
|
24070
|
45.21
|
9.39
|
16.23
|
2.14
|
0.55
|
27.03
|
2.92
|
0.4723124
|
0.2814840
|
|
J
|
14042
|
46.10
|
9.87
|
15.97
|
2.19
|
0.53
|
25.87
|
2.87
|
0.4605516
|
0.2744749
|
|
J
|
14045
|
46.84
|
9.91
|
15.50
|
2.27
|
0.57
|
25.48
|
2.81
|
0.4378833
|
0.2609653
|
|
J
|
14045
|
46.84
|
9.91
|
15.50
|
2.27
|
0.57
|
25.48
|
2.81
|
0.4378833
|
0.2609653
|
|
J
|
14044
|
47.60
|
10.43
|
15.18
|
2.32
|
0.56
|
24.47
|
2.76
|
0.4228337
|
0.2519962
|
|
J
|
14044
|
47.60
|
10.43
|
15.18
|
2.32
|
0.56
|
24.47
|
2.76
|
0.4228337
|
0.2519962
|
|
J
|
24073
|
46.13
|
10.84
|
13.99
|
2.38
|
0.64
|
26.66
|
2.76
|
0.4131596
|
0.2462307
|
|
J
|
24062
|
48.58
|
9.76
|
16.01
|
2.30
|
0.60
|
23.35
|
2.77
|
0.3844169
|
0.2291009
|
|
J
|
24077
|
47.35
|
10.31
|
15.45
|
2.34
|
0.62
|
24.55
|
2.78
|
0.3794068
|
0.2261151
|
|
J
|
24078
|
47.05
|
10.46
|
15.16
|
2.34
|
0.64
|
24.99
|
2.78
|
0.3767017
|
0.2245029
|
|
I
|
14158
|
53.69
|
11.00
|
15.23
|
2.25
|
0.55
|
17.83
|
2.52
|
0.3732051
|
0.2224190
|
|
J
|
24066
|
45.69
|
10.23
|
16.50
|
2.30
|
0.59
|
25.28
|
2.91
|
0.3695188
|
0.2202221
|
|
J
|
24076
|
46.12
|
10.30
|
16.38
|
2.35
|
0.61
|
24.85
|
2.88
|
0.3492116
|
0.2081197
|
|
J
|
24064
|
46.55
|
10.75
|
16.72
|
2.24
|
0.61
|
23.74
|
2.88
|
0.3337402
|
0.1988991
|
|
J
|
24068
|
45.20
|
10.67
|
16.38
|
2.44
|
0.60
|
25.31
|
2.91
|
0.3304990
|
0.1969675
|
|
J
|
24072
|
47.43
|
10.45
|
16.50
|
2.35
|
0.61
|
23.27
|
2.83
|
0.3290422
|
0.1960993
|
|
J
|
34039
|
44.55
|
11.01
|
16.03
|
2.43
|
0.64
|
25.98
|
2.92
|
0.3159639
|
0.1883050
|
|
J
|
34040
|
44.77
|
10.52
|
16.12
|
2.44
|
0.66
|
26.15
|
2.92
|
0.3157858
|
0.1881988
|
|
J
|
34041
|
45.17
|
10.42
|
17.20
|
2.34
|
0.61
|
24.87
|
2.96
|
0.3155310
|
0.1880470
|
|
J
|
24075
|
46.34
|
10.00
|
17.73
|
2.32
|
0.59
|
23.61
|
2.94
|
0.3153234
|
0.1879233
|
|
J
|
24065
|
45.86
|
10.50
|
17.07
|
2.33
|
0.61
|
24.24
|
2.93
|
0.3144463
|
0.1874006
|
|
J
|
24067
|
47.91
|
10.75
|
16.00
|
2.40
|
0.64
|
22.94
|
2.79
|
0.3085236
|
0.1838708
|
|
J
|
34042
|
46.16
|
10.34
|
16.14
|
2.47
|
0.67
|
24.89
|
2.86
|
0.3017025
|
0.1798056
|
|
J
|
24071
|
46.22
|
11.26
|
15.93
|
2.47
|
0.63
|
24.12
|
2.85
|
0.2961905
|
0.1765207
|
|
J
|
24074
|
44.76
|
12.91
|
15.56
|
2.34
|
0.61
|
24.43
|
2.89
|
0.2935229
|
0.1749308
|
|
J
|
24063
|
46.13
|
10.71
|
17.24
|
2.36
|
0.61
|
23.56
|
2.92
|
0.2919823
|
0.1740127
|
|
J
|
34045
|
43.80
|
10.97
|
16.49
|
2.46
|
0.65
|
26.28
|
2.97
|
0.2909867
|
0.1734193
|
|
J
|
34038
|
47.74
|
10.23
|
16.31
|
2.50
|
0.67
|
23.22
|
2.81
|
0.2804155
|
0.1671192
|
|
J
|
34044
|
44.91
|
11.07
|
17.00
|
2.49
|
0.66
|
25.36
|
2.91
|
0.2617469
|
0.1559933
|
|
J
|
34043
|
44.07
|
10.96
|
18.39
|
2.56
|
0.66
|
24.02
|
3.05
|
0.1786101
|
0.1064462
|
|
J
|
24069
|
43.15
|
11.79
|
18.46
|
2.43
|
0.67
|
24.17
|
3.10
|
0.1660076
|
0.0989356
|
|
J
|
24056
|
43.45
|
10.81
|
19.49
|
2.51
|
0.68
|
23.74
|
3.14
|
0.1351610
|
0.0805519
|
|
C
|
24124
|
49.57
|
26.91
|
18.00
|
2.21
|
0.41
|
3.31
|
2.83
|
-0.2786208
|
-0.1660496
|
|
C
|
24113
|
51.71
|
24.98
|
17.20
|
3.01
|
0.34
|
3.10
|
2.67
|
-0.2873852
|
-0.1712730
|
|
C
|
14073
|
49.72
|
27.31
|
16.89
|
3.08
|
0.25
|
3.00
|
2.73
|
-0.3140195
|
-0.1871462
|
|
C
|
24058
|
49.27
|
27.42
|
17.42
|
3.05
|
0.33
|
2.84
|
2.78
|
-0.3807291
|
-0.2269031
|
|
C
|
34010
|
50.98
|
26.34
|
16.47
|
3.20
|
0.43
|
3.01
|
2.66
|
-0.3918919
|
-0.2335558
|
|
C
|
24031
|
49.10
|
24.53
|
21.08
|
2.84
|
0.34
|
2.45
|
2.98
|
-0.3967083
|
-0.2364263
|
|
C
|
14162
|
52.26
|
26.31
|
14.77
|
3.51
|
0.53
|
3.15
|
2.51
|
-0.4372842
|
-0.2606083
|
|
C
|
14029
|
49.73
|
25.65
|
19.98
|
2.51
|
0.52
|
2.13
|
2.91
|
-0.4380845
|
-0.2610852
|
|
B
|
14161
|
55.11
|
14.87
|
21.90
|
3.29
|
0.86
|
4.83
|
2.76
|
-0.4696731
|
-0.2799111
|
|
C
|
14139
|
49.35
|
25.23
|
20.03
|
3.02
|
0.44
|
2.37
|
2.91
|
-0.4698887
|
-0.2800396
|
|
C
|
34003
|
49.57
|
25.46
|
20.79
|
3.04
|
0.37
|
1.14
|
2.94
|
-0.4790684
|
-0.2855104
|
|
B
|
14094
|
54.08
|
13.28
|
25.25
|
3.10
|
0.80
|
4.29
|
2.98
|
-0.4816258
|
-0.2870345
|
|
D
|
14004
|
49.16
|
27.99
|
17.49
|
3.29
|
0.39
|
2.07
|
2.78
|
-0.4856107
|
-0.2894094
|
|
C
|
14106
|
50.18
|
28.30
|
15.79
|
3.47
|
0.45
|
2.26
|
2.64
|
-0.4945995
|
-0.2947665
|
|
B
|
14149
|
54.96
|
14.26
|
22.99
|
3.19
|
0.90
|
4.60
|
2.82
|
-0.4972331
|
-0.2963360
|
|
C
|
24038
|
50.04
|
24.13
|
19.75
|
3.21
|
0.52
|
2.87
|
2.86
|
-0.4988812
|
-0.2973183
|
|
C
|
24135
|
52.22
|
26.25
|
16.45
|
3.92
|
0.38
|
1.16
|
2.58
|
-0.5010355
|
-0.2986021
|
|
B
|
14113
|
54.12
|
14.06
|
24.95
|
3.14
|
0.82
|
3.73
|
2.96
|
-0.5183273
|
-0.3089075
|
|
C
|
24020
|
47.90
|
25.55
|
21.10
|
3.04
|
0.43
|
2.41
|
3.02
|
-0.5190261
|
-0.3093240
|
|
C
|
14036
|
48.88
|
25.23
|
20.89
|
3.22
|
0.47
|
1.78
|
2.96
|
-0.5594148
|
-0.3333944
|
|
C
|
14151
|
51.59
|
26.24
|
16.41
|
3.61
|
0.60
|
2.15
|
2.61
|
-0.5623609
|
-0.3351502
|
|
C
|
14022
|
48.69
|
28.48
|
17.37
|
3.53
|
0.43
|
1.93
|
2.78
|
-0.5635747
|
-0.3358736
|
|
B
|
34005
|
51.86
|
13.13
|
28.82
|
2.94
|
0.80
|
3.25
|
3.25
|
-0.5919328
|
-0.3527742
|
|
B
|
34011
|
53.98
|
14.05
|
24.73
|
3.32
|
0.92
|
3.92
|
2.94
|
-0.5965117
|
-0.3555031
|
|
C
|
14093
|
48.97
|
25.63
|
19.28
|
3.48
|
0.55
|
2.64
|
2.87
|
-0.5981041
|
-0.3564521
|
|
C
|
14080
|
48.84
|
23.98
|
23.37
|
3.00
|
0.52
|
0.81
|
3.09
|
-0.6087385
|
-0.3627899
|
|
D
|
14116
|
47.61
|
22.44
|
19.61
|
4.06
|
0.60
|
6.28
|
2.91
|
-0.6097541
|
-0.3633951
|
|
D
|
24134
|
47.91
|
22.22
|
20.40
|
4.07
|
0.56
|
5.40
|
2.94
|
-0.6183823
|
-0.3685373
|
|
B
|
24118
|
51.75
|
13.18
|
28.38
|
3.04
|
0.86
|
3.65
|
3.23
|
-0.6265668
|
-0.3734150
|
|
B
|
14083
|
50.81
|
12.56
|
29.95
|
2.99
|
0.81
|
3.69
|
3.35
|
-0.6286411
|
-0.3746512
|
|
C
|
24006
|
47.83
|
25.82
|
20.79
|
3.33
|
0.54
|
2.23
|
2.99
|
-0.6314334
|
-0.3763153
|
|
C
|
24152
|
47.11
|
26.17
|
21.29
|
3.36
|
0.48
|
2.07
|
3.05
|
-0.6356441
|
-0.3788248
|
|
C
|
14014
|
48.15
|
27.98
|
18.69
|
3.58
|
0.48
|
1.70
|
2.87
|
-0.6374604
|
-0.3799073
|
|
B
|
14006
|
52.68
|
14.38
|
25.72
|
3.26
|
0.93
|
3.96
|
3.05
|
-0.6414486
|
-0.3822841
|
|
D
|
14059
|
47.86
|
22.25
|
19.53
|
4.04
|
0.68
|
6.32
|
2.90
|
-0.6432054
|
-0.3833311
|
|
D
|
24044
|
48.31
|
22.49
|
19.53
|
4.18
|
0.62
|
5.49
|
2.88
|
-0.6482457
|
-0.3863350
|
|
C
|
24144
|
48.48
|
26.76
|
19.99
|
3.64
|
0.46
|
1.13
|
2.91
|
-0.6487649
|
-0.3866444
|
|
D
|
24153
|
48.81
|
22.43
|
18.68
|
4.10
|
0.72
|
5.98
|
2.82
|
-0.6532693
|
-0.3893289
|
|
D
|
14050
|
47.49
|
21.75
|
20.83
|
4.01
|
0.67
|
5.92
|
2.98
|
-0.6680832
|
-0.3981575
|
|
C
|
14058
|
48.40
|
26.05
|
21.40
|
3.44
|
0.50
|
0.71
|
3.00
|
-0.6712599
|
-0.4000507
|
|
C
|
24043
|
52.19
|
26.00
|
16.64
|
4.17
|
0.61
|
1.00
|
2.58
|
-0.6781715
|
-0.4041698
|
|
D
|
24043
|
52.19
|
26.00
|
16.64
|
4.17
|
0.61
|
1.00
|
2.58
|
-0.6781715
|
-0.4041698
|
|
D
|
24021
|
47.68
|
21.84
|
20.45
|
4.06
|
0.71
|
5.97
|
2.95
|
-0.6878172
|
-0.4099184
|
|
D
|
24011
|
48.05
|
22.05
|
20.57
|
4.04
|
0.70
|
5.29
|
2.94
|
-0.6945370
|
-0.4139232
|
|
D
|
24039
|
47.80
|
22.36
|
20.39
|
4.02
|
0.70
|
5.43
|
2.95
|
-0.6949325
|
-0.4141589
|
|
D
|
14023
|
47.53
|
21.11
|
21.54
|
4.02
|
0.70
|
5.80
|
3.02
|
-0.6952755
|
-0.4143633
|
|
D
|
24030
|
48.01
|
21.31
|
21.05
|
4.01
|
0.73
|
5.62
|
2.97
|
-0.6985769
|
-0.4163309
|
|
D
|
14037
|
47.29
|
21.48
|
21.69
|
4.03
|
0.67
|
5.51
|
3.03
|
-0.6986145
|
-0.4163533
|
|
D
|
14013
|
48.03
|
21.96
|
20.88
|
4.02
|
0.70
|
5.11
|
2.96
|
-0.7017287
|
-0.4182092
|
|
D
|
34009
|
47.45
|
22.37
|
20.97
|
4.06
|
0.70
|
5.15
|
2.99
|
-0.7264226
|
-0.4329261
|
|
D
|
24007
|
47.43
|
22.13
|
21.01
|
4.09
|
0.72
|
5.34
|
2.99
|
-0.7352000
|
-0.4381572
|
|
D
|
14072
|
47.60
|
22.07
|
21.13
|
4.07
|
0.72
|
5.13
|
2.99
|
-0.7357423
|
-0.4384803
|
|
D
|
14128
|
46.91
|
21.79
|
21.17
|
4.06
|
0.76
|
6.07
|
3.02
|
-0.7425240
|
-0.4425220
|
|
B
|
24045
|
52.46
|
14.18
|
24.60
|
3.57
|
1.12
|
5.19
|
2.99
|
-0.7477345
|
-0.4456273
|
|
C
|
24091
|
47.25
|
23.95
|
24.24
|
3.47
|
0.57
|
1.09
|
3.18
|
-0.7522611
|
-0.4483250
|
|
B
|
24125
|
52.23
|
13.64
|
27.04
|
3.57
|
0.98
|
3.52
|
3.12
|
-0.7545870
|
-0.4497112
|
|
D
|
14003
|
47.17
|
22.29
|
21.30
|
4.08
|
0.74
|
5.16
|
3.02
|
-0.7635833
|
-0.4550727
|
|
B
|
14062
|
50.67
|
13.21
|
27.66
|
3.64
|
1.00
|
4.82
|
3.21
|
-0.7787581
|
-0.4641165
|
|
B
|
14124
|
51.90
|
14.27
|
24.92
|
3.85
|
1.06
|
5.06
|
3.02
|
-0.7799486
|
-0.4648260
|
|
C
|
14115
|
47.91
|
26.03
|
21.54
|
3.71
|
0.60
|
0.81
|
3.01
|
-0.7799728
|
-0.4648404
|
|
B
|
24040
|
49.96
|
13.40
|
28.84
|
3.48
|
0.98
|
4.32
|
3.30
|
-0.7931406
|
-0.4726880
|
|
B
|
24019
|
50.33
|
13.96
|
29.25
|
3.42
|
0.96
|
3.04
|
3.31
|
-0.8147592
|
-0.4855720
|
|
B
|
14052
|
50.19
|
13.78
|
28.39
|
3.56
|
1.00
|
4.08
|
3.27
|
-0.8169450
|
-0.4868747
|
|
B
|
24012
|
49.69
|
13.63
|
29.59
|
3.41
|
0.98
|
3.68
|
3.36
|
-0.8233781
|
-0.4907086
|
|
B
|
24008
|
49.34
|
13.79
|
29.57
|
3.52
|
0.95
|
3.78
|
3.36
|
-0.8279233
|
-0.4934175
|
|
B
|
24145
|
51.74
|
13.95
|
27.75
|
3.60
|
1.04
|
2.96
|
3.17
|
-0.8353269
|
-0.4978298
|
|
B
|
24083
|
49.34
|
13.06
|
29.46
|
3.51
|
1.04
|
4.63
|
3.36
|
-0.8444155
|
-0.5032463
|
|
B
|
14146
|
49.77
|
13.24
|
28.91
|
3.59
|
1.06
|
4.49
|
3.31
|
-0.8556676
|
-0.5099522
|
|
B
|
14047
|
49.99
|
13.35
|
29.20
|
3.52
|
1.05
|
3.94
|
3.32
|
-0.8564130
|
-0.5103965
|
|
B
|
24151
|
51.52
|
13.72
|
28.28
|
3.62
|
1.05
|
2.86
|
3.21
|
-0.8591567
|
-0.5120316
|
|
B
|
14024
|
48.53
|
13.14
|
30.38
|
3.55
|
0.99
|
4.40
|
3.44
|
-0.8630275
|
-0.5143385
|
|
B
|
24101
|
51.03
|
13.90
|
27.56
|
3.73
|
1.08
|
3.78
|
3.19
|
-0.8679952
|
-0.5172991
|
|
B
|
24093
|
49.57
|
13.17
|
29.39
|
3.59
|
1.06
|
4.28
|
3.35
|
-0.8748271
|
-0.5213707
|
|
B
|
24049
|
50.87
|
13.85
|
27.64
|
3.71
|
1.10
|
3.93
|
3.20
|
-0.8760530
|
-0.5221013
|
|
B
|
14074
|
50.72
|
12.93
|
29.88
|
3.60
|
1.03
|
2.87
|
3.32
|
-0.8786805
|
-0.5236672
|
|
B
|
14132
|
51.12
|
14.02
|
27.37
|
3.71
|
1.11
|
3.78
|
3.18
|
-0.8788326
|
-0.5237579
|
|
B
|
24029
|
50.65
|
13.14
|
28.79
|
3.73
|
1.09
|
3.69
|
3.26
|
-0.8951119
|
-0.5334599
|
|
B
|
14015
|
49.57
|
13.70
|
29.07
|
3.62
|
1.10
|
4.04
|
3.33
|
-0.9097113
|
-0.5421607
|
|
D
|
24123
|
46.28
|
21.51
|
25.44
|
4.58
|
0.60
|
2.19
|
3.24
|
-0.9261035
|
-0.5519299
|
|
D
|
24092
|
46.80
|
20.70
|
25.10
|
4.55
|
0.70
|
2.85
|
3.20
|
-0.9330015
|
-0.5560409
|
|
D
|
14107
|
46.88
|
21.71
|
23.60
|
4.59
|
0.75
|
3.22
|
3.12
|
-0.9421924
|
-0.5615184
|
|
D
|
24084
|
47.03
|
20.84
|
25.68
|
4.52
|
0.69
|
1.93
|
3.22
|
-0.9551885
|
-0.5692637
|
|
D
|
14092
|
46.64
|
21.38
|
24.96
|
4.60
|
0.77
|
2.42
|
3.20
|
-1.0030358
|
-0.5977792
|
|
D
|
14081
|
45.93
|
21.60
|
25.87
|
4.51
|
0.73
|
2.09
|
3.28
|
-1.0090298
|
-0.6013515
|
|
D
|
24114
|
46.29
|
21.43
|
26.00
|
4.71
|
0.69
|
1.57
|
3.26
|
-1.0239829
|
-0.6102631
|
|
D
|
34004
|
46.19
|
21.19
|
25.18
|
4.66
|
0.80
|
2.78
|
3.23
|
-1.0312624
|
-0.6146014
|
|
D
|
24143
|
48.89
|
22.95
|
21.93
|
5.26
|
0.85
|
0.97
|
2.93
|
-1.1126980
|
-0.6631346
|
|
D
|
14163
|
48.09
|
22.65
|
21.59
|
5.22
|
0.93
|
2.45
|
2.95
|
-1.1186991
|
-0.6667111
|
|
D
|
14150
|
47.73
|
22.38
|
21.39
|
5.21
|
0.99
|
3.29
|
2.95
|
-1.1278978
|
-0.6721933
|
|
D
|
14140
|
48.44
|
22.73
|
21.05
|
5.22
|
0.98
|
2.56
|
2.91
|
-1.1288163
|
-0.6727407
|
|
A
|
24108
|
34.58
|
17.53
|
40.87
|
5.05
|
1.61
|
1.97
|
4.46
|
-2.0538658
|
-1.2240424
|
|
A
|
24122
|
32.20
|
19.25
|
43.42
|
4.62
|
1.50
|
0.51
|
4.70
|
-2.0792524
|
-1.2391720
|
|
A
|
14082
|
31.21
|
20.97
|
41.34
|
4.71
|
1.58
|
1.77
|
4.63
|
-2.1092642
|
-1.2570582
|
|
A
|
14154
|
30.91
|
19.65
|
42.45
|
4.81
|
1.65
|
2.81
|
4.72
|
-2.1611604
|
-1.2879867
|
|
A
|
24094
|
32.73
|
20.06
|
39.74
|
5.24
|
1.69
|
2.23
|
4.47
|
-2.1726948
|
-1.2948609
|
|
A
|
24005
|
30.91
|
20.77
|
42.03
|
4.90
|
1.61
|
1.39
|
4.67
|
-2.1832749
|
-1.3011663
|
|
A
|
24146
|
30.41
|
18.71
|
43.99
|
4.86
|
1.62
|
2.03
|
4.79
|
-2.1842647
|
-1.3017562
|
|
A
|
14016
|
30.55
|
20.15
|
43.13
|
4.79
|
1.61
|
1.38
|
4.74
|
-2.1846272
|
-1.3019722
|
|
A
|
14005
|
30.49
|
21.28
|
41.65
|
4.82
|
1.64
|
1.76
|
4.67
|
-2.1857754
|
-1.3026566
|
|
A
|
24115
|
33.19
|
18.05
|
41.88
|
5.22
|
1.70
|
1.66
|
4.56
|
-2.1945041
|
-1.3078586
|
|
A
|
24102
|
31.80
|
20.35
|
40.44
|
5.43
|
1.61
|
1.98
|
4.53
|
-2.1979848
|
-1.3099330
|
|
A
|
14075
|
31.14
|
20.23
|
42.31
|
4.92
|
1.65
|
1.40
|
4.67
|
-2.2018598
|
-1.3122424
|
|
A
|
24136
|
30.88
|
20.58
|
42.26
|
4.96
|
1.63
|
1.32
|
4.68
|
-2.2084787
|
-1.3161870
|
|
A
|
34012
|
30.43
|
19.78
|
44.20
|
4.80
|
1.61
|
0.79
|
4.80
|
-2.2198462
|
-1.3229617
|
|
A
|
24082
|
31.02
|
19.05
|
42.29
|
5.27
|
1.71
|
2.37
|
4.66
|
-2.2520878
|
-1.3421768
|
|
A
|
14164
|
28.70
|
20.00
|
45.12
|
4.93
|
1.56
|
1.25
|
4.91
|
-2.2536482
|
-1.3431067
|
|
A
|
34006
|
28.93
|
19.99
|
45.20
|
4.78
|
1.62
|
1.10
|
4.91
|
-2.2650679
|
-1.3499125
|
|
A
|
24138
|
29.62
|
21.10
|
43.37
|
5.05
|
1.69
|
0.86
|
4.78
|
-2.3218792
|
-1.3837704
|
|
A
|
24026
|
30.83
|
17.88
|
44.33
|
5.26
|
1.76
|
1.70
|
4.77
|
-2.3233878
|
-1.3846694
|
|
A
|
14097
|
28.76
|
21.41
|
41.60
|
5.28
|
1.75
|
2.95
|
4.72
|
-2.3255467
|
-1.3859561
|
|
A
|
14025
|
28.35
|
19.99
|
45.78
|
5.08
|
1.63
|
0.80
|
4.95
|
-2.3488066
|
-1.3998183
|
|
A
|
34020
|
27.78
|
20.01
|
45.59
|
4.97
|
1.70
|
1.65
|
4.97
|
-2.3572201
|
-1.4048325
|
|
A
|
14101
|
27.35
|
21.20
|
45.59
|
4.94
|
1.65
|
0.92
|
4.98
|
-2.3661860
|
-1.4101759
|
|
A
|
14117
|
28.22
|
20.48
|
45.10
|
5.02
|
1.71
|
1.18
|
4.93
|
-2.3728449
|
-1.4141444
|
|
A
|
34017
|
27.02
|
19.56
|
47.20
|
4.95
|
1.65
|
1.27
|
5.08
|
-2.3741397
|
-1.4149160
|
|
A
|
14108
|
26.98
|
21.20
|
45.03
|
5.15
|
1.67
|
1.64
|
4.97
|
-2.3908073
|
-1.4248494
|
|
A
|
14133
|
27.72
|
21.19
|
45.29
|
5.16
|
1.66
|
0.64
|
4.95
|
-2.4030452
|
-1.4321428
|
|
A
|
14069
|
27.82
|
21.43
|
44.87
|
5.11
|
1.77
|
0.77
|
4.93
|
-2.4489596
|
-1.4595064
|
|
A
|
14053
|
28.49
|
21.26
|
43.89
|
5.34
|
1.79
|
1.02
|
4.84
|
-2.4555154
|
-1.4634135
|